Use of biological and chemical control agents for potato psyllid (Bactericera cockerelli) under drought conditions

1 Project Setup

library(emmeans)
library(multcomp)
library(glmmTMB)
library(DHARMa)
library(FSA)
library(car)
library(inti)
library(glmmTMB)
source("https://inkaverse.com/setup.r")

Project directory:  C:/Users/LENOVO/git/prochira_papa 
CPU cores detected:  32 
CPU cores in use:  25 

─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-28
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 ! package       * version    date (UTC) lib source
   abind           1.4-8      2024-09-12 [1] CRAN (R 4.5.0)
   agricolae       1.3-7      2023-10-22 [1] CRAN (R 4.5.1)
   AlgDesign       1.2.1.2    2025-04-06 [1] CRAN (R 4.5.0)
   askpass         1.2.1      2024-10-04 [1] CRAN (R 4.5.0)
   boot            1.3-32     2025-08-29 [1] CRAN (R 4.5.1)
   cachem          1.1.0      2024-05-16 [1] CRAN (R 4.5.0)
   car           * 3.1-3      2024-09-27 [1] CRAN (R 4.5.0)
   carData       * 3.0-5      2022-01-06 [1] CRAN (R 4.5.0)
   cellranger      1.1.0      2016-07-27 [1] CRAN (R 4.5.0)
   cli             3.6.5      2025-04-23 [1] CRAN (R 4.5.0)
   cluster         2.1.8.1    2025-03-12 [2] CRAN (R 4.5.2)
   codetools       0.2-20     2024-03-31 [2] CRAN (R 4.5.2)
   coro            1.1.0      2024-11-05 [1] CRAN (R 4.5.1)
   cowplot       * 1.2.0      2025-07-07 [1] CRAN (R 4.5.1)
   curl            7.0.0      2025-08-19 [1] CRAN (R 4.5.1)
   devtools      * 2.4.6      2025-10-03 [1] CRAN (R 4.5.2)
   DHARMa        * 0.4.7      2024-10-18 [1] CRAN (R 4.5.2)
   digest          0.6.39     2025-11-19 [1] CRAN (R 4.5.2)
   dplyr         * 1.1.4      2023-11-17 [1] CRAN (R 4.5.0)
   DT              0.34.0     2025-09-02 [1] CRAN (R 4.5.1)
   ellipsis        0.3.2      2021-04-29 [1] CRAN (R 4.5.0)
   ellmer          0.4.0      2025-11-15 [1] CRAN (R 4.5.2)
   emmeans       * 2.0.0      2025-10-29 [1] CRAN (R 4.5.1)
   estimability    1.5.1      2024-05-12 [1] CRAN (R 4.5.0)
   evaluate        1.0.5      2025-08-27 [1] CRAN (R 4.5.1)
   FactoMineR    * 2.12       2025-07-23 [1] CRAN (R 4.5.1)
   farver          2.1.2      2024-05-13 [1] CRAN (R 4.5.0)
   fastmap         1.2.0      2024-05-15 [1] CRAN (R 4.5.0)
   flashClust      1.01-2     2012-08-21 [1] CRAN (R 4.5.0)
   forcats       * 1.0.1      2025-09-25 [1] CRAN (R 4.5.1)
   Formula         1.2-5      2023-02-24 [1] CRAN (R 4.5.0)
   fs              1.6.6      2025-04-12 [1] CRAN (R 4.5.0)
   FSA           * 0.10.0     2025-05-06 [1] CRAN (R 4.5.0)
   gargle          1.6.0      2025-09-03 [1] CRAN (R 4.5.1)
   generics        0.1.4      2025-05-09 [1] CRAN (R 4.5.0)
   ggplot2       * 4.0.1      2025-11-14 [1] CRAN (R 4.5.2)
   ggrepel         0.9.6      2024-09-07 [1] CRAN (R 4.5.0)
   glmmTMB       * 1.1.13     2025-10-09 [1] CRAN (R 4.5.2)
   glue            1.8.0      2024-09-30 [1] CRAN (R 4.5.0)
   googledrive   * 2.1.2      2025-09-10 [1] CRAN (R 4.5.1)
   googlesheets4 * 1.1.2      2025-09-03 [1] CRAN (R 4.5.1)
   gtable          0.3.6      2024-10-25 [1] CRAN (R 4.5.0)
   hms             1.1.4      2025-10-17 [1] CRAN (R 4.5.1)
   htmltools       0.5.8.1    2024-04-04 [1] CRAN (R 4.5.0)
   htmlwidgets     1.6.4      2023-12-06 [1] CRAN (R 4.5.0)
   httpuv          1.6.16     2025-04-16 [1] CRAN (R 4.5.0)
   httr            1.4.7      2023-08-15 [1] CRAN (R 4.5.0)
   httr2           1.2.1      2025-07-22 [1] CRAN (R 4.5.1)
   huito         * 0.2.6      2025-10-18 [1] local
   inti          * 0.6.9      2025-11-20 [1] local
   jsonlite        2.0.0      2025-03-27 [1] CRAN (R 4.5.1)
   knitr         * 1.50       2025-03-16 [1] CRAN (R 4.5.0)
   later           1.4.4      2025-08-27 [1] CRAN (R 4.5.1)
   lattice         0.22-7     2025-04-02 [2] CRAN (R 4.5.2)
   leaps           3.2        2024-06-10 [1] CRAN (R 4.5.0)
   lifecycle       1.0.4      2023-11-07 [1] CRAN (R 4.5.0)
   lme4          * 1.1-37     2025-03-26 [1] CRAN (R 4.5.0)
   lubridate     * 1.9.4      2024-12-08 [1] CRAN (R 4.5.0)
   magick        * 2.9.0      2025-09-08 [1] CRAN (R 4.5.1)
   magrittr        2.0.4      2025-09-12 [1] CRAN (R 4.5.1)
   MASS          * 7.3-65     2025-02-28 [2] CRAN (R 4.5.2)
   Matrix        * 1.7-4      2025-08-28 [1] CRAN (R 4.5.1)
   memoise         2.0.1      2021-11-26 [1] CRAN (R 4.5.0)
   mgcv            1.9-4      2025-11-07 [1] CRAN (R 4.5.2)
   mime            0.13       2025-03-17 [1] CRAN (R 4.5.0)
   minqa           1.2.8      2024-08-17 [1] CRAN (R 4.5.0)
   mnormt          2.1.1      2022-09-26 [1] CRAN (R 4.5.0)
   multcomp      * 1.4-29     2025-10-20 [1] CRAN (R 4.5.1)
   multcompView    0.1-10     2024-03-08 [1] CRAN (R 4.5.0)
   mvtnorm       * 1.3-3      2025-01-10 [1] CRAN (R 4.5.0)
   nlme            3.1-168    2025-03-31 [2] CRAN (R 4.5.2)
   nloptr          2.2.1      2025-03-17 [1] CRAN (R 4.5.0)
   numDeriv        2016.8-1.1 2019-06-06 [1] CRAN (R 4.5.0)
   openssl         2.3.4      2025-09-30 [1] CRAN (R 4.5.1)
   otel            0.2.0      2025-08-29 [1] CRAN (R 4.5.1)
   pillar          1.11.1     2025-09-17 [1] CRAN (R 4.5.1)
   pkgbuild        1.4.8      2025-05-26 [1] CRAN (R 4.5.0)
   pkgconfig       2.0.3      2019-09-22 [1] CRAN (R 4.5.0)
   pkgload         1.4.1      2025-09-23 [1] CRAN (R 4.5.1)
   promises        1.5.0      2025-11-01 [1] CRAN (R 4.5.2)
   psych         * 2.5.6      2025-06-23 [1] CRAN (R 4.5.0)
   purrr         * 1.2.0      2025-11-04 [1] CRAN (R 4.5.2)
   R6              2.6.1      2025-02-15 [1] CRAN (R 4.5.0)
   rappdirs        0.3.3      2021-01-31 [1] CRAN (R 4.5.0)
   rbibutils       2.4        2025-11-07 [1] CRAN (R 4.5.2)
   RColorBrewer    1.1-3      2022-04-03 [1] CRAN (R 4.5.0)
   Rcpp            1.1.0      2025-07-02 [1] CRAN (R 4.5.1)
   Rdpack          2.6.4      2025-04-09 [1] CRAN (R 4.5.0)
   readr         * 2.1.6      2025-11-14 [1] CRAN (R 4.5.2)
   reformulas      0.4.2      2025-10-28 [1] CRAN (R 4.5.1)
   remotes         2.5.0      2024-03-17 [1] CRAN (R 4.5.0)
   RhpcBLASctl   * 0.23-42    2023-02-11 [1] CRAN (R 4.5.0)
   rlang           1.1.6      2025-04-11 [1] CRAN (R 4.5.0)
   rmarkdown       2.30       2025-09-28 [1] CRAN (R 4.5.1)
   rstudioapi      0.17.1     2024-10-22 [1] CRAN (R 4.5.0)
   S7              0.2.0      2024-11-07 [1] CRAN (R 4.5.1)
   sandwich        3.1-1      2024-09-15 [1] CRAN (R 4.5.0)
   scales          1.4.0      2025-04-24 [1] CRAN (R 4.5.0)
   scatterplot3d   0.3-44     2023-05-05 [1] CRAN (R 4.5.0)
   sessioninfo   * 1.2.3      2025-02-05 [1] CRAN (R 4.5.0)
   shiny         * 1.11.1     2025-07-03 [1] CRAN (R 4.5.1)
   showtext        0.9-7      2024-03-02 [1] CRAN (R 4.5.0)
   showtextdb      3.0        2020-06-04 [1] CRAN (R 4.5.0)
   stringi         1.8.7      2025-03-27 [1] CRAN (R 4.5.0)
   stringr       * 1.6.0      2025-11-04 [1] CRAN (R 4.5.2)
   survival      * 3.8-3      2024-12-17 [2] CRAN (R 4.5.2)
   sysfonts        0.8.9      2024-03-02 [1] CRAN (R 4.5.0)
   TH.data       * 1.1-5      2025-11-17 [1] CRAN (R 4.5.2)
   tibble        * 3.3.0      2025-06-08 [1] CRAN (R 4.5.0)
   tidyr         * 1.3.1      2024-01-24 [1] CRAN (R 4.5.0)
   tidyselect      1.2.1      2024-03-11 [1] CRAN (R 4.5.0)
   tidyverse     * 2.0.0      2023-02-22 [1] CRAN (R 4.5.1)
   timechange      0.3.0      2024-01-18 [1] CRAN (R 4.5.0)
 D TMB             1.9.18     2025-10-13 [1] CRAN (R 4.5.2)
   tzdb            0.5.0      2025-03-15 [1] CRAN (R 4.5.0)
   usethis       * 3.2.1      2025-09-06 [1] CRAN (R 4.5.1)
   vctrs           0.6.5      2023-12-01 [1] CRAN (R 4.5.0)
   withr           3.0.2      2024-10-28 [1] CRAN (R 4.5.0)
   xfun            0.54       2025-10-30 [1] CRAN (R 4.5.2)
   xtable          1.8-4      2019-04-21 [1] CRAN (R 4.5.0)
   yaml            2.3.10     2024-07-26 [1] CRAN (R 4.5.0)
   zoo             1.8-14     2025-04-10 [1] CRAN (R 4.5.0)

 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library

 * ── Packages attached to the search path.
 D ── DLL MD5 mismatch, broken installation.

──────────────────────────────────────────────────────────────────────────────

cat("Project: ", getwd(), "\n")

Project:  C:/Users/LENOVO/git/prochira_papa 

session_info()

─ Session info ───────────────────────────────────────────────────────────────
 setting  value
 version  R version 4.5.2 (2025-10-31 ucrt)
 os       Windows 11 x64 (build 26200)
 system   x86_64, mingw32
 ui       RTerm
 language (EN)
 collate  Spanish_Latin America.utf8
 ctype    Spanish_Latin America.utf8
 tz       America/Lima
 date     2025-11-28
 pandoc   3.6.3 @ C:/Program Files/RStudio/resources/app/bin/quarto/bin/tools/ (via rmarkdown)
 quarto   NA @ C:\\Users\\LENOVO\\AppData\\Local\\Programs\\Quarto\\bin\\quarto.exe

─ Packages ───────────────────────────────────────────────────────────────────
 ! package       * version    date (UTC) lib source
   abind           1.4-8      2024-09-12 [1] CRAN (R 4.5.0)
   agricolae       1.3-7      2023-10-22 [1] CRAN (R 4.5.1)
   AlgDesign       1.2.1.2    2025-04-06 [1] CRAN (R 4.5.0)
   askpass         1.2.1      2024-10-04 [1] CRAN (R 4.5.0)
   boot            1.3-32     2025-08-29 [1] CRAN (R 4.5.1)
   cachem          1.1.0      2024-05-16 [1] CRAN (R 4.5.0)
   car           * 3.1-3      2024-09-27 [1] CRAN (R 4.5.0)
   carData       * 3.0-5      2022-01-06 [1] CRAN (R 4.5.0)
   cellranger      1.1.0      2016-07-27 [1] CRAN (R 4.5.0)
   cli             3.6.5      2025-04-23 [1] CRAN (R 4.5.0)
   cluster         2.1.8.1    2025-03-12 [2] CRAN (R 4.5.2)
   codetools       0.2-20     2024-03-31 [2] CRAN (R 4.5.2)
   coro            1.1.0      2024-11-05 [1] CRAN (R 4.5.1)
   cowplot       * 1.2.0      2025-07-07 [1] CRAN (R 4.5.1)
   curl            7.0.0      2025-08-19 [1] CRAN (R 4.5.1)
   devtools      * 2.4.6      2025-10-03 [1] CRAN (R 4.5.2)
   DHARMa        * 0.4.7      2024-10-18 [1] CRAN (R 4.5.2)
   digest          0.6.39     2025-11-19 [1] CRAN (R 4.5.2)
   dplyr         * 1.1.4      2023-11-17 [1] CRAN (R 4.5.0)
   DT              0.34.0     2025-09-02 [1] CRAN (R 4.5.1)
   ellipsis        0.3.2      2021-04-29 [1] CRAN (R 4.5.0)
   ellmer          0.4.0      2025-11-15 [1] CRAN (R 4.5.2)
   emmeans       * 2.0.0      2025-10-29 [1] CRAN (R 4.5.1)
   estimability    1.5.1      2024-05-12 [1] CRAN (R 4.5.0)
   evaluate        1.0.5      2025-08-27 [1] CRAN (R 4.5.1)
   FactoMineR    * 2.12       2025-07-23 [1] CRAN (R 4.5.1)
   farver          2.1.2      2024-05-13 [1] CRAN (R 4.5.0)
   fastmap         1.2.0      2024-05-15 [1] CRAN (R 4.5.0)
   flashClust      1.01-2     2012-08-21 [1] CRAN (R 4.5.0)
   forcats       * 1.0.1      2025-09-25 [1] CRAN (R 4.5.1)
   Formula         1.2-5      2023-02-24 [1] CRAN (R 4.5.0)
   fs              1.6.6      2025-04-12 [1] CRAN (R 4.5.0)
   FSA           * 0.10.0     2025-05-06 [1] CRAN (R 4.5.0)
   gargle          1.6.0      2025-09-03 [1] CRAN (R 4.5.1)
   generics        0.1.4      2025-05-09 [1] CRAN (R 4.5.0)
   ggplot2       * 4.0.1      2025-11-14 [1] CRAN (R 4.5.2)
   ggrepel         0.9.6      2024-09-07 [1] CRAN (R 4.5.0)
   glmmTMB       * 1.1.13     2025-10-09 [1] CRAN (R 4.5.2)
   glue            1.8.0      2024-09-30 [1] CRAN (R 4.5.0)
   googledrive   * 2.1.2      2025-09-10 [1] CRAN (R 4.5.1)
   googlesheets4 * 1.1.2      2025-09-03 [1] CRAN (R 4.5.1)
   gtable          0.3.6      2024-10-25 [1] CRAN (R 4.5.0)
   hms             1.1.4      2025-10-17 [1] CRAN (R 4.5.1)
   htmltools       0.5.8.1    2024-04-04 [1] CRAN (R 4.5.0)
   htmlwidgets     1.6.4      2023-12-06 [1] CRAN (R 4.5.0)
   httpuv          1.6.16     2025-04-16 [1] CRAN (R 4.5.0)
   httr            1.4.7      2023-08-15 [1] CRAN (R 4.5.0)
   httr2           1.2.1      2025-07-22 [1] CRAN (R 4.5.1)
   huito         * 0.2.6      2025-10-18 [1] local
   inti          * 0.6.9      2025-11-20 [1] local
   jsonlite        2.0.0      2025-03-27 [1] CRAN (R 4.5.1)
   knitr         * 1.50       2025-03-16 [1] CRAN (R 4.5.0)
   later           1.4.4      2025-08-27 [1] CRAN (R 4.5.1)
   lattice         0.22-7     2025-04-02 [2] CRAN (R 4.5.2)
   leaps           3.2        2024-06-10 [1] CRAN (R 4.5.0)
   lifecycle       1.0.4      2023-11-07 [1] CRAN (R 4.5.0)
   lme4          * 1.1-37     2025-03-26 [1] CRAN (R 4.5.0)
   lubridate     * 1.9.4      2024-12-08 [1] CRAN (R 4.5.0)
   magick        * 2.9.0      2025-09-08 [1] CRAN (R 4.5.1)
   magrittr        2.0.4      2025-09-12 [1] CRAN (R 4.5.1)
   MASS          * 7.3-65     2025-02-28 [2] CRAN (R 4.5.2)
   Matrix        * 1.7-4      2025-08-28 [1] CRAN (R 4.5.1)
   memoise         2.0.1      2021-11-26 [1] CRAN (R 4.5.0)
   mgcv            1.9-4      2025-11-07 [1] CRAN (R 4.5.2)
   mime            0.13       2025-03-17 [1] CRAN (R 4.5.0)
   minqa           1.2.8      2024-08-17 [1] CRAN (R 4.5.0)
   mnormt          2.1.1      2022-09-26 [1] CRAN (R 4.5.0)
   multcomp      * 1.4-29     2025-10-20 [1] CRAN (R 4.5.1)
   multcompView    0.1-10     2024-03-08 [1] CRAN (R 4.5.0)
   mvtnorm       * 1.3-3      2025-01-10 [1] CRAN (R 4.5.0)
   nlme            3.1-168    2025-03-31 [2] CRAN (R 4.5.2)
   nloptr          2.2.1      2025-03-17 [1] CRAN (R 4.5.0)
   numDeriv        2016.8-1.1 2019-06-06 [1] CRAN (R 4.5.0)
   openssl         2.3.4      2025-09-30 [1] CRAN (R 4.5.1)
   otel            0.2.0      2025-08-29 [1] CRAN (R 4.5.1)
   pillar          1.11.1     2025-09-17 [1] CRAN (R 4.5.1)
   pkgbuild        1.4.8      2025-05-26 [1] CRAN (R 4.5.0)
   pkgconfig       2.0.3      2019-09-22 [1] CRAN (R 4.5.0)
   pkgload         1.4.1      2025-09-23 [1] CRAN (R 4.5.1)
   promises        1.5.0      2025-11-01 [1] CRAN (R 4.5.2)
   psych         * 2.5.6      2025-06-23 [1] CRAN (R 4.5.0)
   purrr         * 1.2.0      2025-11-04 [1] CRAN (R 4.5.2)
   R6              2.6.1      2025-02-15 [1] CRAN (R 4.5.0)
   rappdirs        0.3.3      2021-01-31 [1] CRAN (R 4.5.0)
   rbibutils       2.4        2025-11-07 [1] CRAN (R 4.5.2)
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   Rcpp            1.1.0      2025-07-02 [1] CRAN (R 4.5.1)
   Rdpack          2.6.4      2025-04-09 [1] CRAN (R 4.5.0)
   readr         * 2.1.6      2025-11-14 [1] CRAN (R 4.5.2)
   reformulas      0.4.2      2025-10-28 [1] CRAN (R 4.5.1)
   remotes         2.5.0      2024-03-17 [1] CRAN (R 4.5.0)
   RhpcBLASctl   * 0.23-42    2023-02-11 [1] CRAN (R 4.5.0)
   rlang           1.1.6      2025-04-11 [1] CRAN (R 4.5.0)
   rmarkdown       2.30       2025-09-28 [1] CRAN (R 4.5.1)
   rstudioapi      0.17.1     2024-10-22 [1] CRAN (R 4.5.0)
   S7              0.2.0      2024-11-07 [1] CRAN (R 4.5.1)
   sandwich        3.1-1      2024-09-15 [1] CRAN (R 4.5.0)
   scales          1.4.0      2025-04-24 [1] CRAN (R 4.5.0)
   scatterplot3d   0.3-44     2023-05-05 [1] CRAN (R 4.5.0)
   sessioninfo   * 1.2.3      2025-02-05 [1] CRAN (R 4.5.0)
   shiny         * 1.11.1     2025-07-03 [1] CRAN (R 4.5.1)
   showtext        0.9-7      2024-03-02 [1] CRAN (R 4.5.0)
   showtextdb      3.0        2020-06-04 [1] CRAN (R 4.5.0)
   stringi         1.8.7      2025-03-27 [1] CRAN (R 4.5.0)
   stringr       * 1.6.0      2025-11-04 [1] CRAN (R 4.5.2)
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   sysfonts        0.8.9      2024-03-02 [1] CRAN (R 4.5.0)
   TH.data       * 1.1-5      2025-11-17 [1] CRAN (R 4.5.2)
   tibble        * 3.3.0      2025-06-08 [1] CRAN (R 4.5.0)
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 D TMB             1.9.18     2025-10-13 [1] CRAN (R 4.5.2)
   tzdb            0.5.0      2025-03-15 [1] CRAN (R 4.5.0)
   usethis       * 3.2.1      2025-09-06 [1] CRAN (R 4.5.1)
   vctrs           0.6.5      2023-12-01 [1] CRAN (R 4.5.0)
   withr           3.0.2      2024-10-28 [1] CRAN (R 4.5.0)
   xfun            0.54       2025-10-30 [1] CRAN (R 4.5.2)
   xtable          1.8-4      2019-04-21 [1] CRAN (R 4.5.0)
   yaml            2.3.10     2024-07-26 [1] CRAN (R 4.5.0)
   zoo             1.8-14     2025-04-10 [1] CRAN (R 4.5.0)

 [1] C:/Users/LENOVO/AppData/Local/R/win-library/4.5
 [2] C:/Program Files/R/R-4.5.2/library

 * ── Packages attached to the search path.
 D ── DLL MD5 mismatch, broken installation.

──────────────────────────────────────────────────────────────────────────────

2 Import data

Data were imported from the field book evaluated during the 2024 - 2025 crop year. The evaluations focused on the effect of Bactericera cockerelli on potato (Solanum tuberosum L.) yield and quality.

url <- "https://docs.google.com/spreadsheets/d/1UzF2W_rfOLLybl-wiD2sJSVPHlfzfKXXgShnqhfX5ps/edit?gid=912027622#gid=912027622"

gs <- url %>%
  as_sheets_id()

data <- gs %>%
  range_read("fb") %>%
  select(-c(barcode:plots)) %>%
  select(-c(sort, rows, cols)) %>%
  pivot_longer(
    cols = -c(ntreat, Tipo.de.control, block),
    names_to = c("grupo", "id_variable", "repeticion"),
    names_sep = "_",
    values_to = "valor"
  ) %>%
  mutate(
    grupo = factor(grupo),
    id_variable = as.numeric(id_variable),
    repeticion = as.integer(repeticion),
    ntreat = as.factor(ntreat),
    block = as.factor(block),
    Tipo.de.control = as.factor(Tipo.de.control),
    id_variable = as.factor(id_variable),
    repeticion = as.factor(repeticion)
  ) %>%
  pivot_wider(
    names_from = grupo,
    values_from = valor
  ) %>%
  mutate(Tipo.de.control = recode(Tipo.de.control,
    "Testigo" = "Control",
    "Control.químico" = "Chemical control",
    "Beauveria.bassiana" = "Beauveria bassiana",
    "Metarhizium.anisopliae" = "Metarhizium anisopliae",
    "Paecilomyces.lilacinus" = "Paecilomyces lilacinus"
  ))

names(data)
##  [1] "ntreat"          "Tipo.de.control" "block"           "id_variable"    
##  [5] "repeticion"      "ndh"             "ndn"             "nda"            
##  [9] "npm"             "ppp"             "ntp"             "ntz"            
## [13] "nts"

str(data)
## tibble [2,800 × 13] (S3: tbl_df/tbl/data.frame)
##  $ ntreat         : Factor w/ 5 levels "1","2","3","4",..: 5 5 5 5 5 5 5 5 5 5 ...
##  $ Tipo.de.control: Factor w/ 5 levels "Beauveria bassiana",..: 2 2 2 2 2 2 2 2 2 2 ...
##  $ block          : Factor w/ 4 levels "1","2","3","4": 1 1 1 1 1 1 1 1 1 1 ...
##  $ id_variable    : Factor w/ 14 levels "49","56","63",..: 1 1 1 1 1 1 1 1 1 1 ...
##  $ repeticion     : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
##  $ ndh            : num [1:2800] 1 0 0 0 0 0 0 0 0 0 ...
##  $ ndn            : num [1:2800] 0 3 2 0 0 0 0 0 0 0 ...
##  $ nda            : num [1:2800] 0 0 0 0 0 0 0 0 0 0 ...
##  $ npm            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ppp            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ntp            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ ntz            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...
##  $ nts            : num [1:2800] NA NA NA NA NA NA NA NA NA NA ...

data %>% kable(caption = "Yield related traits")

Yield related traits

ntreat	Tipo.de.control	block	id_variable	repeticion	ndh	ndn	nda	npm	ppp	ntp	ntz	nts
5	Chemical control	1	49	1	1	0	0
5	Chemical control	1	49	2	0	3	0
5	Chemical control	1	49	3	0	2	0
5	Chemical control	1	49	4	0	0	0
5	Chemical control	1	49	5	0	0	0
5	Chemical control	1	49	6	0	0	0
5	Chemical control	1	49	7	0	0	0
5	Chemical control	1	49	8	0	0	0
5	Chemical control	1	49	9	0	0	0
5	Chemical control	1	49	10	0	0	0
5	Chemical control	1	56	1	0	0	0
5	Chemical control	1	56	2	0	0	0
5	Chemical control	1	56	3	0	0	0
5	Chemical control	1	56	4	0	0	0
5	Chemical control	1	56	5	0	0	0
5	Chemical control	1	56	6	1	0	0
5	Chemical control	1	56	7	0	0	0
5	Chemical control	1	56	8	0	0	0
5	Chemical control	1	56	9	0	0	0
5	Chemical control	1	56	10	0	0	0
5	Chemical control	1	63	1	0	0	0
5	Chemical control	1	63	2	1	2	0
5	Chemical control	1	63	3	3	0	0
5	Chemical control	1	63	4	0	0	0
5	Chemical control	1	63	5
5	Chemical control	1	63	6	0	2	0
5	Chemical control	1	63	7	0	0	0
5	Chemical control	1	63	8	0	0	0
5	Chemical control	1	63	9	0	0	0
5	Chemical control	1	63	10	0	0	0
5	Chemical control	1	70	1	0	0	0
5	Chemical control	1	70	2	0	0	0
5	Chemical control	1	70	3	0	11	0
5	Chemical control	1	70	4	0	0	0
5	Chemical control	1	70	5
5	Chemical control	1	70	6	0	0	0
5	Chemical control	1	70	7	0	14	1
5	Chemical control	1	70	8	0	0	0
5	Chemical control	1	70	9	0	0	0
5	Chemical control	1	70	10	0	0	0
5	Chemical control	1	77	1	8	0	0
5	Chemical control	1	77	2	0	0	0
5	Chemical control	1	77	3	0	0	0
5	Chemical control	1	77	4	0	0	0
5	Chemical control	1	77	5		0
5	Chemical control	1	77	6	2	0	0
5	Chemical control	1	77	7	0	0	0
5	Chemical control	1	77	8	0	0	0
5	Chemical control	1	77	9	0	0	0
5	Chemical control	1	77	10	0	0	0
5	Chemical control	1	84	1	14	0	0
5	Chemical control	1	84	2	0	1	0
5	Chemical control	1	84	3	0	0	0
5	Chemical control	1	84	4	0	0	0
5	Chemical control	1	84	5
5	Chemical control	1	84	6	0	0	0
5	Chemical control	1	84	7	7	0	0
5	Chemical control	1	84	8	0	0	0
5	Chemical control	1	84	9	0	0	0
5	Chemical control	1	84	10	0	0	0
5	Chemical control	1	91	1	4	0	1
5	Chemical control	1	91	2	0	0	0
5	Chemical control	1	91	3	0	0	0
5	Chemical control	1	91	4	0	0	0
5	Chemical control	1	91	5		0
5	Chemical control	1	91	6	0	0	0
5	Chemical control	1	91	7	0	0	0
5	Chemical control	1	91	8	0	0	0
5	Chemical control	1	91	9	0	0	0
5	Chemical control	1	91	10	4	0	0
5	Chemical control	1	98	1	1	0	0
5	Chemical control	1	98	2	0	0	0
5	Chemical control	1	98	3	0	0	0
5	Chemical control	1	98	4	0	0	0
5	Chemical control	1	98	5
5	Chemical control	1	98	6	0	0	0
5	Chemical control	1	98	7	0	0	0
5	Chemical control	1	98	8	0	0	0
5	Chemical control	1	98	9	0	0	0
5	Chemical control	1	98	10	0	0	0
5	Chemical control	1	105	1	0	0	0	0
5	Chemical control	1	105	2	0	0	0	0
5	Chemical control	1	105	3	0	0	0	1
5	Chemical control	1	105	4	0	0	1	1
5	Chemical control	1	105	5
5	Chemical control	1	105	6	0	0	0	0
5	Chemical control	1	105	7	0	0	0	1
5	Chemical control	1	105	8	0	0	0	1
5	Chemical control	1	105	9	0	0	0	1
5	Chemical control	1	105	10	0	0	0	1
5	Chemical control	1	112	1	0	0	0
5	Chemical control	1	112	2	0	0	0
5	Chemical control	1	112	3	0	0	0
5	Chemical control	1	112	4	0	0	0
5	Chemical control	1	112	5
5	Chemical control	1	112	6	0	0	0
5	Chemical control	1	112	7	0	0	0
5	Chemical control	1	112	8	0	0	0
5	Chemical control	1	112	9	0	0	0
5	Chemical control	1	112	10	6	0	0
5	Chemical control	1	119	1	0	0	0
5	Chemical control	1	119	2	0	0	0
5	Chemical control	1	119	3	0	0	0
5	Chemical control	1	119	4	0	0	0
5	Chemical control	1	119	5
5	Chemical control	1	119	6	0	0	0
5	Chemical control	1	119	7	0	0	0
5	Chemical control	1	119	8	4	8	0
5	Chemical control	1	119	9	0	29	0
5	Chemical control	1	119	10	9	0	0
5	Chemical control	1	126	1	0	0	0
5	Chemical control	1	126	2	0	0	0
5	Chemical control	1	126	3	0	0	0
5	Chemical control	1	126	4	0	0	0
5	Chemical control	1	126	5
5	Chemical control	1	126	6	0	0	0
5	Chemical control	1	126	7	0	0	0
5	Chemical control	1	126	8	0	0	0
5	Chemical control	1	126	9	0	0	0
5	Chemical control	1	126	10	0	0	0
5	Chemical control	1	143	1					348	9
5	Chemical control	1	143	2					395	13
5	Chemical control	1	143	3					160	13
5	Chemical control	1	143	4					77	3
5	Chemical control	1	143	5
5	Chemical control	1	143	6					51	2
5	Chemical control	1	143	7					327	14
5	Chemical control	1	143	8					125	11
5	Chemical control	1	143	9					170	5
5	Chemical control	1	143	10					270	7
5	Chemical control	1	150	1							1	8
5	Chemical control	1	150	2							9	4
5	Chemical control	1	150	3							3	10
5	Chemical control	1	150	4							0	3
5	Chemical control	1	150	5
5	Chemical control	1	150	6							2	0
5	Chemical control	1	150	7							4	10
5	Chemical control	1	150	8							11	0
5	Chemical control	1	150	9							0	5
5	Chemical control	1	150	10							0	7
1	Control	1	49	1	0	0	0
1	Control	1	49	2	0	0	0
1	Control	1	49	3	0	0	0
1	Control	1	49	4	0	1	0
1	Control	1	49	5	0	0	0
1	Control	1	49	6	0	0	0
1	Control	1	49	7	0	0	0
1	Control	1	49	8	0	0	0
1	Control	1	49	9	0	0	0
1	Control	1	49	10	0	0	0
1	Control	1	56	1	0	0	0
1	Control	1	56	2	0	0	0
1	Control	1	56	3	15	0	0
1	Control	1	56	4	0	0	0
1	Control	1	56	5	0	0	0
1	Control	1	56	6	0	0	0
1	Control	1	56	7	0	0	0
1	Control	1	56	8	0	0	0
1	Control	1	56	9	0	0	0
1	Control	1	56	10	0	0	0
1	Control	1	63	1	0	0	0
1	Control	1	63	2
1	Control	1	63	3	23	0	0
1	Control	1	63	4	0	0	0
1	Control	1	63	5	0	0	0
1	Control	1	63	6	0	0	0
1	Control	1	63	7	0	0	0
1	Control	1	63	8	0	0	0
1	Control	1	63	9	0	0	0
1	Control	1	63	10	0	0	0
1	Control	1	70	1	0	8	0
1	Control	1	70	2
1	Control	1	70	3	0	34	2
1	Control	1	70	4	0	0	0
1	Control	1	70	5	0	0	0
1	Control	1	70	6	0	14	0
1	Control	1	70	7	0	0	0
1	Control	1	70	8	0	0	0
1	Control	1	70	9
1	Control	1	70	10
1	Control	1	77	1	2	0	0
1	Control	1	77	2
1	Control	1	77	3	160	3	1
1	Control	1	77	4	2	0	0
1	Control	1	77	5	16	0	0
1	Control	1	77	6	0	0	0
1	Control	1	77	7	1	2	0
1	Control	1	77	8	1	0	0
1	Control	1	77	9
1	Control	1	77	10
1	Control	1	84	1	0	0	0
1	Control	1	84	2
1	Control	1	84	3	14	115	1
1	Control	1	84	4	0	12	0
1	Control	1	84	5	15	22	0
1	Control	1	84	6	10	18	0
1	Control	1	84	7	2	15	0
1	Control	1	84	8	0	6	0
1	Control	1	84	9
1	Control	1	84	10
1	Control	1	91	1	0	0	0
1	Control	1	91	2
1	Control	1	91	3	22	72	0
1	Control	1	91	4	18	29	2
1	Control	1	91	5	15	13	0
1	Control	1	91	6	9	18	0
1	Control	1	91	7	4	12	1
1	Control	1	91	8	0	24	0
1	Control	1	91	9
1	Control	1	91	10
1	Control	1	98	1	25	15	0
1	Control	1	98	2
1	Control	1	98	3
1	Control	1	98	4	16	8	0
1	Control	1	98	5	32	16	0
1	Control	1	98	6	28	55	0
1	Control	1	98	7	16	25	0
1	Control	1	98	8	7	12	0
1	Control	1	98	9
1	Control	1	98	10
1	Control	1	105	1	0	150	0	1
1	Control	1	105	2
1	Control	1	105	3
1	Control	1	105	4	0	90	1	1
1	Control	1	105	5	0	160	0	1
1	Control	1	105	6	17	140	0	1
1	Control	1	105	7	0	40	0	1
1	Control	1	105	8	0	0	0	0
1	Control	1	105	9
1	Control	1	105	10
1	Control	1	112	1	0	21	1
1	Control	1	112	2
1	Control	1	112	3
1	Control	1	112	4	0	70	1
1	Control	1	112	5	16	55	1
1	Control	1	112	6	0	65	2
1	Control	1	112	7	0	7	0
1	Control	1	112	8	0	0	0
1	Control	1	112	9
1	Control	1	112	10
1	Control	1	119	1	0	0	0
1	Control	1	119	2
1	Control	1	119	3
1	Control	1	119	4	0	105	0
1	Control	1	119	5	31	60	0
1	Control	1	119	6	0	50	0
1	Control	1	119	7	0	0	0
1	Control	1	119	8	0	0	0
1	Control	1	119	9
1	Control	1	119	10
1	Control	1	126	1	0	0	2
1	Control	1	126	2
1	Control	1	126	3
1	Control	1	126	4	0	43	0
1	Control	1	126	5	0	6	0
1	Control	1	126	6	0	0	0
1	Control	1	126	7	0	0	0
1	Control	1	126	8	0	0	0
1	Control	1	126	9
1	Control	1	126	10
1	Control	1	143	1					50	3
1	Control	1	143	2
1	Control	1	143	3
1	Control	1	143	4					26	1
1	Control	1	143	5					0	0
1	Control	1	143	6					0	0
1	Control	1	143	7					0	0
1	Control	1	143	8					78	5
1	Control	1	143	9
1	Control	1	143	10
1	Control	1	150	1							3	0
1	Control	1	150	2
1	Control	1	150	3
1	Control	1	150	4							1	0
1	Control	1	150	5							0	0
1	Control	1	150	6							0	0
1	Control	1	150	7							0	0
1	Control	1	150	8							0	5
1	Control	1	150	9
1	Control	1	150	10
4	Metarhizium anisopliae	1	49	1	0	0	0
4	Metarhizium anisopliae	1	49	2	0	0	0
4	Metarhizium anisopliae	1	49	3	0	0	0
4	Metarhizium anisopliae	1	49	4	0	0	0
4	Metarhizium anisopliae	1	49	5	0	0	0
4	Metarhizium anisopliae	1	49	6	0	0	0
4	Metarhizium anisopliae	1	49	7	0	0	0
4	Metarhizium anisopliae	1	49	8	0	0	0
4	Metarhizium anisopliae	1	49	9	0	0	0
4	Metarhizium anisopliae	1	49	10	0	0	0
4	Metarhizium anisopliae	1	56	1	0	0	0
4	Metarhizium anisopliae	1	56	2	0	0	0
4	Metarhizium anisopliae	1	56	3	0	0	0
4	Metarhizium anisopliae	1	56	4	5	0	1
4	Metarhizium anisopliae	1	56	5	0	0	0
4	Metarhizium anisopliae	1	56	6	0	0	0
4	Metarhizium anisopliae	1	56	7	0	0	0
4	Metarhizium anisopliae	1	56	8	0	0	0
4	Metarhizium anisopliae	1	56	9	0	0	0
4	Metarhizium anisopliae	1	56	10	0	0	0
4	Metarhizium anisopliae	1	63	1	0	0	0
4	Metarhizium anisopliae	1	63	2	0	1	0
4	Metarhizium anisopliae	1	63	3	0	0	0
4	Metarhizium anisopliae	1	63	4	15	0	1
4	Metarhizium anisopliae	1	63	5	0	0	0
4	Metarhizium anisopliae	1	63	6	0	0	0
4	Metarhizium anisopliae	1	63	7	0	0	0
4	Metarhizium anisopliae	1	63	8	0	0	0
4	Metarhizium anisopliae	1	63	9	0	0	0
4	Metarhizium anisopliae	1	63	10	0	0	0
4	Metarhizium anisopliae	1	70	1	0	0	0
4	Metarhizium anisopliae	1	70	2	0	0	0
4	Metarhizium anisopliae	1	70	3
4	Metarhizium anisopliae	1	70	4	0	17	0
4	Metarhizium anisopliae	1	70	5	0	0	0
4	Metarhizium anisopliae	1	70	6	0	0	0
4	Metarhizium anisopliae	1	70	7	0	0	0
4	Metarhizium anisopliae	1	70	8	0	39	1
4	Metarhizium anisopliae	1	70	9	0	0	0
4	Metarhizium anisopliae	1	70	10	0	0	0
4	Metarhizium anisopliae	1	77	1	0	0	0
4	Metarhizium anisopliae	1	77	2	37	0	0
4	Metarhizium anisopliae	1	77	3
4	Metarhizium anisopliae	1	77	4	21	0	1
4	Metarhizium anisopliae	1	77	5	0	0	0
4	Metarhizium anisopliae	1	77	6	0	0	0
4	Metarhizium anisopliae	1	77	7	0	0	0
4	Metarhizium anisopliae	1	77	8	0	0	0
4	Metarhizium anisopliae	1	77	9	0	4	0
4	Metarhizium anisopliae	1	77	10	0	0	0
4	Metarhizium anisopliae	1	84	1	0	0	0
4	Metarhizium anisopliae	1	84	2	3	9	0
4	Metarhizium anisopliae	1	84	3
4	Metarhizium anisopliae	1	84	4	28	10	1
4	Metarhizium anisopliae	1	84	5	3	0	0
4	Metarhizium anisopliae	1	84	6	0	0	0
4	Metarhizium anisopliae	1	84	7	0	0	0
4	Metarhizium anisopliae	1	84	8	0	0	0
4	Metarhizium anisopliae	1	84	9	0	2	0
4	Metarhizium anisopliae	1	84	10	0	0	0
4	Metarhizium anisopliae	1	91	1	0	0	0
4	Metarhizium anisopliae	1	91	2	12	15	0
4	Metarhizium anisopliae	1	91	3
4	Metarhizium anisopliae	1	91	4	34	27	0
4	Metarhizium anisopliae	1	91	5	0	5	0
4	Metarhizium anisopliae	1	91	6	0	0	1
4	Metarhizium anisopliae	1	91	7	0	0	0
4	Metarhizium anisopliae	1	91	8	0	0	0
4	Metarhizium anisopliae	1	91	9	0	6	0
4	Metarhizium anisopliae	1	91	10	0	0	0
4	Metarhizium anisopliae	1	98	1	2	3	0
4	Metarhizium anisopliae	1	98	2	17	12	0
4	Metarhizium anisopliae	1	98	3
4	Metarhizium anisopliae	1	98	4	3	5	0
4	Metarhizium anisopliae	1	98	5
4	Metarhizium anisopliae	1	98	6	0	0	0
4	Metarhizium anisopliae	1	98	7	0	0	0
4	Metarhizium anisopliae	1	98	8
4	Metarhizium anisopliae	1	98	9	0	0	0
4	Metarhizium anisopliae	1	98	10	1	8	0
4	Metarhizium anisopliae	1	105	1	0	2	0	0
4	Metarhizium anisopliae	1	105	2	0	46	0	0
4	Metarhizium anisopliae	1	105	3
4	Metarhizium anisopliae	1	105	4	3	45	0	1
4	Metarhizium anisopliae	1	105	5
4	Metarhizium anisopliae	1	105	6	0	0	0	0
4	Metarhizium anisopliae	1	105	7	0	0	0	0
4	Metarhizium anisopliae	1	105	8
4	Metarhizium anisopliae	1	105	9	0	0	0	1
4	Metarhizium anisopliae	1	105	10	0	5	0	0
4	Metarhizium anisopliae	1	112	1	0	0	0
4	Metarhizium anisopliae	1	112	2	0	43	0
4	Metarhizium anisopliae	1	112	3
4	Metarhizium anisopliae	1	112	4	0	47	0
4	Metarhizium anisopliae	1	112	5
4	Metarhizium anisopliae	1	112	6	0	0	0
4	Metarhizium anisopliae	1	112	7	0	0	0
4	Metarhizium anisopliae	1	112	8
4	Metarhizium anisopliae	1	112	9	0	0	0
4	Metarhizium anisopliae	1	112	10	0	4	0
4	Metarhizium anisopliae	1	119	1	0	0	0
4	Metarhizium anisopliae	1	119	2	0	10	0
4	Metarhizium anisopliae	1	119	3
4	Metarhizium anisopliae	1	119	4	0	8	0
4	Metarhizium anisopliae	1	119	5
4	Metarhizium anisopliae	1	119	6	0	0	0
4	Metarhizium anisopliae	1	119	7	0	0	0
4	Metarhizium anisopliae	1	119	8
4	Metarhizium anisopliae	1	119	9	0	0	0
4	Metarhizium anisopliae	1	119	10	0	0	0
4	Metarhizium anisopliae	1	126	1	8	0	0
4	Metarhizium anisopliae	1	126	2	0	0	0
4	Metarhizium anisopliae	1	126	3
4	Metarhizium anisopliae	1	126	4	0	5	0
4	Metarhizium anisopliae	1	126	5
4	Metarhizium anisopliae	1	126	6	0	0	0
4	Metarhizium anisopliae	1	126	7	0	0	0
4	Metarhizium anisopliae	1	126	8
4	Metarhizium anisopliae	1	126	9	0	0	0
4	Metarhizium anisopliae	1	126	10	1	0	0
4	Metarhizium anisopliae	1	143	1					146	9
4	Metarhizium anisopliae	1	143	2					6	1
4	Metarhizium anisopliae	1	143	3
4	Metarhizium anisopliae	1	143	4					59	7
4	Metarhizium anisopliae	1	143	5
4	Metarhizium anisopliae	1	143	6					115	8
4	Metarhizium anisopliae	1	143	7					210	8
4	Metarhizium anisopliae	1	143	8
4	Metarhizium anisopliae	1	143	9					86	7
4	Metarhizium anisopliae	1	143	10					218	6
4	Metarhizium anisopliae	1	150	1							7	2
4	Metarhizium anisopliae	1	150	2							1	0
4	Metarhizium anisopliae	1	150	3
4	Metarhizium anisopliae	1	150	4							7	0
4	Metarhizium anisopliae	1	150	5
4	Metarhizium anisopliae	1	150	6							0	8
4	Metarhizium anisopliae	1	150	7							3	5
4	Metarhizium anisopliae	1	150	8
4	Metarhizium anisopliae	1	150	9							2	5
4	Metarhizium anisopliae	1	150	10							3	3
2	Beauveria bassiana	1	49	1	0	0	0
2	Beauveria bassiana	1	49	2	13	0	1
2	Beauveria bassiana	1	49	3	0	0	0
2	Beauveria bassiana	1	49	4	0	0	0
2	Beauveria bassiana	1	49	5	0	0	0
2	Beauveria bassiana	1	49	6	0	0	0
2	Beauveria bassiana	1	49	7	0	0	0
2	Beauveria bassiana	1	49	8	0	0	0
2	Beauveria bassiana	1	49	9	0	0	0
2	Beauveria bassiana	1	49	10	0	0	0
2	Beauveria bassiana	1	56	1	0	0	0
2	Beauveria bassiana	1	56	2	0	0	0
2	Beauveria bassiana	1	56	3	0	0	0
2	Beauveria bassiana	1	56	4	0	0	0
2	Beauveria bassiana	1	56	5	0	0	0
2	Beauveria bassiana	1	56	6	0	0	0
2	Beauveria bassiana	1	56	7	0	0	0
2	Beauveria bassiana	1	56	8	0	0	0
2	Beauveria bassiana	1	56	9	0	0	0
2	Beauveria bassiana	1	56	10	0	0	0
2	Beauveria bassiana	1	63	1	0	0	0
2	Beauveria bassiana	1	63	2	3	0	0
2	Beauveria bassiana	1	63	3	0	0	0
2	Beauveria bassiana	1	63	4	0	0	0
2	Beauveria bassiana	1	63	5	0	0	0
2	Beauveria bassiana	1	63	6	0	0	0
2	Beauveria bassiana	1	63	7
2	Beauveria bassiana	1	63	8	0	0	0
2	Beauveria bassiana	1	63	9	0	0	0
2	Beauveria bassiana	1	63	10	0	0	0
2	Beauveria bassiana	1	70	1	0	0	0
2	Beauveria bassiana	1	70	2	0	7	0
2	Beauveria bassiana	1	70	3	0	13	0
2	Beauveria bassiana	1	70	4	0	0	0
2	Beauveria bassiana	1	70	5	0	25	2
2	Beauveria bassiana	1	70	6	0	0	0
2	Beauveria bassiana	1	70	7
2	Beauveria bassiana	1	70	8	0	0	0
2	Beauveria bassiana	1	70	9
2	Beauveria bassiana	1	70	10	0	0	0
2	Beauveria bassiana	1	77	1	8	0	0
2	Beauveria bassiana	1	77	2	4	1	0
2	Beauveria bassiana	1	77	3	0	0	0
2	Beauveria bassiana	1	77	4	2	0	1
2	Beauveria bassiana	1	77	5	13	0	1
2	Beauveria bassiana	1	77	6	0	0	0
2	Beauveria bassiana	1	77	7
2	Beauveria bassiana	1	77	8
2	Beauveria bassiana	1	77	9
2	Beauveria bassiana	1	77	10	0	0	0
2	Beauveria bassiana	1	84	1	0	0	0
2	Beauveria bassiana	1	84	2	0	0	0
2	Beauveria bassiana	1	84	3	3	5	1
2	Beauveria bassiana	1	84	4	0	0	0
2	Beauveria bassiana	1	84	5	6	2	0
2	Beauveria bassiana	1	84	6	0	0	0
2	Beauveria bassiana	1	84	7
2	Beauveria bassiana	1	84	8
2	Beauveria bassiana	1	84	9
2	Beauveria bassiana	1	84	10	0	0	0
2	Beauveria bassiana	1	91	1	0	0	0
2	Beauveria bassiana	1	91	2	0	3	0
2	Beauveria bassiana	1	91	3	0	9	0
2	Beauveria bassiana	1	91	4	0	0	1
2	Beauveria bassiana	1	91	5	12	2	0
2	Beauveria bassiana	1	91	6	0	0	0
2	Beauveria bassiana	1	91	7
2	Beauveria bassiana	1	91	8
2	Beauveria bassiana	1	91	9
2	Beauveria bassiana	1	91	10	0	0	0
2	Beauveria bassiana	1	98	1
2	Beauveria bassiana	1	98	2
2	Beauveria bassiana	1	98	3	10	22	0
2	Beauveria bassiana	1	98	4	40	15	0
2	Beauveria bassiana	1	98	5	8	10	0
2	Beauveria bassiana	1	98	6	28	5	1
2	Beauveria bassiana	1	98	7
2	Beauveria bassiana	1	98	8
2	Beauveria bassiana	1	98	9
2	Beauveria bassiana	1	98	10	2	6	0
2	Beauveria bassiana	1	105	1
2	Beauveria bassiana	1	105	2
2	Beauveria bassiana	1	105	3	0	46	0	1
2	Beauveria bassiana	1	105	4	0	13	0	1
2	Beauveria bassiana	1	105	5	0	60	0	1
2	Beauveria bassiana	1	105	6	6	10	0	1
2	Beauveria bassiana	1	105	7
2	Beauveria bassiana	1	105	8
2	Beauveria bassiana	1	105	9
2	Beauveria bassiana	1	105	10	0	0	0	1
2	Beauveria bassiana	1	112	1
2	Beauveria bassiana	1	112	2
2	Beauveria bassiana	1	112	3	0	35	0
2	Beauveria bassiana	1	112	4	0	19	0
2	Beauveria bassiana	1	112	5	0	55	0
2	Beauveria bassiana	1	112	6	0	8	0
2	Beauveria bassiana	1	112	7
2	Beauveria bassiana	1	112	8
2	Beauveria bassiana	1	112	9
2	Beauveria bassiana	1	112	10	0	0	0
2	Beauveria bassiana	1	119	1
2	Beauveria bassiana	1	119	2
2	Beauveria bassiana	1	119	3	12	4	0
2	Beauveria bassiana	1	119	4	28	0	0
2	Beauveria bassiana	1	119	5	0	10	0
2	Beauveria bassiana	1	119	6	1	0	0
2	Beauveria bassiana	1	119	7
2	Beauveria bassiana	1	119	8
2	Beauveria bassiana	1	119	9
2	Beauveria bassiana	1	119	10	0	0	0
2	Beauveria bassiana	1	126	1
2	Beauveria bassiana	1	126	2
2	Beauveria bassiana	1	126	3	0	0	0
2	Beauveria bassiana	1	126	4	0	0	0
2	Beauveria bassiana	1	126	5	0	0	0
2	Beauveria bassiana	1	126	6	0	0	0
2	Beauveria bassiana	1	126	7
2	Beauveria bassiana	1	126	8
2	Beauveria bassiana	1	126	9
2	Beauveria bassiana	1	126	10	0	0	0
2	Beauveria bassiana	1	143	1
2	Beauveria bassiana	1	143	2
2	Beauveria bassiana	1	143	3					166	4
2	Beauveria bassiana	1	143	4					93	7
2	Beauveria bassiana	1	143	5					24	2
2	Beauveria bassiana	1	143	6					0	0
2	Beauveria bassiana	1	143	7
2	Beauveria bassiana	1	143	8
2	Beauveria bassiana	1	143	9
2	Beauveria bassiana	1	143	10					39	4
2	Beauveria bassiana	1	150	1
2	Beauveria bassiana	1	150	2
2	Beauveria bassiana	1	150	3							3	1
2	Beauveria bassiana	1	150	4							0	7
2	Beauveria bassiana	1	150	5							2	0
2	Beauveria bassiana	1	150	6							2	2
2	Beauveria bassiana	1	150	7
2	Beauveria bassiana	1	150	8
2	Beauveria bassiana	1	150	9
2	Beauveria bassiana	1	150	10							1	3
3	Paecilomyces lilacinus	1	49	1	0	0	0
3	Paecilomyces lilacinus	1	49	2	0	0	0
3	Paecilomyces lilacinus	1	49	3	0	0	0
3	Paecilomyces lilacinus	1	49	4	0	0	0
3	Paecilomyces lilacinus	1	49	5	0	0	0
3	Paecilomyces lilacinus	1	49	6	0	0	0
3	Paecilomyces lilacinus	1	49	7	0	0	0
3	Paecilomyces lilacinus	1	49	8	0	0	0
3	Paecilomyces lilacinus	1	49	9	0	0	0
3	Paecilomyces lilacinus	1	49	10	0	0	0
3	Paecilomyces lilacinus	1	56	1	0	0	0
3	Paecilomyces lilacinus	1	56	2	0	0	0
3	Paecilomyces lilacinus	1	56	3	0	0	0
3	Paecilomyces lilacinus	1	56	4	0	0	0
3	Paecilomyces lilacinus	1	56	5	0	0	0
3	Paecilomyces lilacinus	1	56	6	0	0	0
3	Paecilomyces lilacinus	1	56	7	0	0	0
3	Paecilomyces lilacinus	1	56	8	0	0	0
3	Paecilomyces lilacinus	1	56	9	0	0	0
3	Paecilomyces lilacinus	1	56	10	0	0	0
3	Paecilomyces lilacinus	1	63	1	0	0	0
3	Paecilomyces lilacinus	1	63	2	0	0	0
3	Paecilomyces lilacinus	1	63	3	0	0	0
3	Paecilomyces lilacinus	1	63	4	0	0	0
3	Paecilomyces lilacinus	1	63	5	0	0	0
3	Paecilomyces lilacinus	1	63	6	0	0	0
3	Paecilomyces lilacinus	1	63	7
3	Paecilomyces lilacinus	1	63	8	0	1	0
3	Paecilomyces lilacinus	1	63	9	0	0	0
3	Paecilomyces lilacinus	1	63	10	0	0	0
3	Paecilomyces lilacinus	1	70	1	0	0	0
3	Paecilomyces lilacinus	1	70	2	0	0	0
3	Paecilomyces lilacinus	1	70	3	0	0	0
3	Paecilomyces lilacinus	1	70	4	0	130	1
3	Paecilomyces lilacinus	1	70	5
3	Paecilomyces lilacinus	1	70	6	0	0	0
3	Paecilomyces lilacinus	1	70	7
3	Paecilomyces lilacinus	1	70	8
3	Paecilomyces lilacinus	1	70	9	0	0	0
3	Paecilomyces lilacinus	1	70	10	0	0	1
3	Paecilomyces lilacinus	1	77	1
3	Paecilomyces lilacinus	1	77	2	0	0	0
3	Paecilomyces lilacinus	1	77	3	0	0	0
3	Paecilomyces lilacinus	1	77	4	0	0	0
3	Paecilomyces lilacinus	1	77	5
3	Paecilomyces lilacinus	1	77	6	6	56	0
3	Paecilomyces lilacinus	1	77	7
3	Paecilomyces lilacinus	1	77	8
3	Paecilomyces lilacinus	1	77	9	0	0	0
3	Paecilomyces lilacinus	1	77	10	0	0	0
3	Paecilomyces lilacinus	1	84	1
3	Paecilomyces lilacinus	1	84	2	0	0	0
3	Paecilomyces lilacinus	1	84	3	7	2	1
3	Paecilomyces lilacinus	1	84	4	0	0	0
3	Paecilomyces lilacinus	1	84	5
3	Paecilomyces lilacinus	1	84	6	0	0	0
3	Paecilomyces lilacinus	1	84	7
3	Paecilomyces lilacinus	1	84	8
3	Paecilomyces lilacinus	1	84	9	0	0	0
3	Paecilomyces lilacinus	1	84	10	0	0	0
3	Paecilomyces lilacinus	1	91	1
3	Paecilomyces lilacinus	1	91	2	0	0	0
3	Paecilomyces lilacinus	1	91	3	3	23	0
3	Paecilomyces lilacinus	1	91	4	0	0	1
3	Paecilomyces lilacinus	1	91	5
3	Paecilomyces lilacinus	1	91	6	17	0	0
3	Paecilomyces lilacinus	1	91	7
3	Paecilomyces lilacinus	1	91	8
3	Paecilomyces lilacinus	1	91	9	0	0	0
3	Paecilomyces lilacinus	1	91	10	0	0	0
3	Paecilomyces lilacinus	1	98	1
3	Paecilomyces lilacinus	1	98	2	0	0	0
3	Paecilomyces lilacinus	1	98	3	45	3	0
3	Paecilomyces lilacinus	1	98	4	2	0	0
3	Paecilomyces lilacinus	1	98	5
3	Paecilomyces lilacinus	1	98	6	0	3	0
3	Paecilomyces lilacinus	1	98	7
3	Paecilomyces lilacinus	1	98	8
3	Paecilomyces lilacinus	1	98	9	0	0	0
3	Paecilomyces lilacinus	1	98	10	0	0	1
3	Paecilomyces lilacinus	1	105	1
3	Paecilomyces lilacinus	1	105	2	0	0	0	0
3	Paecilomyces lilacinus	1	105	3	11	8	0	0
3	Paecilomyces lilacinus	1	105	4	0	0	0	0
3	Paecilomyces lilacinus	1	105	5
3	Paecilomyces lilacinus	1	105	6	7	12	1	1
3	Paecilomyces lilacinus	1	105	7
3	Paecilomyces lilacinus	1	105	8
3	Paecilomyces lilacinus	1	105	9	0	0	0	1
3	Paecilomyces lilacinus	1	105	10	0	31	0	1
3	Paecilomyces lilacinus	1	112	1
3	Paecilomyces lilacinus	1	112	2	0	0	0
3	Paecilomyces lilacinus	1	112	3	0	0	1
3	Paecilomyces lilacinus	1	112	4	0	0	0
3	Paecilomyces lilacinus	1	112	5
3	Paecilomyces lilacinus	1	112	6	0	9	0
3	Paecilomyces lilacinus	1	112	7
3	Paecilomyces lilacinus	1	112	8
3	Paecilomyces lilacinus	1	112	9	0	0	0
3	Paecilomyces lilacinus	1	112	10	0	18	0
3	Paecilomyces lilacinus	1	119	1
3	Paecilomyces lilacinus	1	119	2	0	0	0
3	Paecilomyces lilacinus	1	119	3	0	0	0
3	Paecilomyces lilacinus	1	119	4	0	0	0
3	Paecilomyces lilacinus	1	119	5
3	Paecilomyces lilacinus	1	119	6	0	7	0
3	Paecilomyces lilacinus	1	119	7
3	Paecilomyces lilacinus	1	119	8
3	Paecilomyces lilacinus	1	119	9	0	0	0
3	Paecilomyces lilacinus	1	119	10	0	0	0
3	Paecilomyces lilacinus	1	126	1
3	Paecilomyces lilacinus	1	126	2	0	0	0
3	Paecilomyces lilacinus	1	126	3	0	0	0
3	Paecilomyces lilacinus	1	126	4	0	0	0
3	Paecilomyces lilacinus	1	126	5
3	Paecilomyces lilacinus	1	126	6	0	0	0
3	Paecilomyces lilacinus	1	126	7
3	Paecilomyces lilacinus	1	126	8
3	Paecilomyces lilacinus	1	126	9	0	0	0
3	Paecilomyces lilacinus	1	126	10	0	0	0
3	Paecilomyces lilacinus	1	143	1
3	Paecilomyces lilacinus	1	143	2					205	5
3	Paecilomyces lilacinus	1	143	3					94	4
3	Paecilomyces lilacinus	1	143	4					142	3
3	Paecilomyces lilacinus	1	143	5
3	Paecilomyces lilacinus	1	143	6					127	4
3	Paecilomyces lilacinus	1	143	7
3	Paecilomyces lilacinus	1	143	8
3	Paecilomyces lilacinus	1	143	9					92	3
3	Paecilomyces lilacinus	1	143	10					64	7
3	Paecilomyces lilacinus	1	150	1
3	Paecilomyces lilacinus	1	150	2							1	4
3	Paecilomyces lilacinus	1	150	3							2	2
3	Paecilomyces lilacinus	1	150	4							0	3
3	Paecilomyces lilacinus	1	150	5
3	Paecilomyces lilacinus	1	150	6							3	1
3	Paecilomyces lilacinus	1	150	7
3	Paecilomyces lilacinus	1	150	8
3	Paecilomyces lilacinus	1	150	9							1	2
3	Paecilomyces lilacinus	1	150	10							7	0
4	Metarhizium anisopliae	2	49	1	0	0	0
4	Metarhizium anisopliae	2	49	2	0	0	0
4	Metarhizium anisopliae	2	49	3	0	0	0
4	Metarhizium anisopliae	2	49	4	0	0	0
4	Metarhizium anisopliae	2	49	5	0	0	0
4	Metarhizium anisopliae	2	49	6	0	0	0
4	Metarhizium anisopliae	2	49	7	0	0	0
4	Metarhizium anisopliae	2	49	8	0	0	0
4	Metarhizium anisopliae	2	49	9	31	0	1
4	Metarhizium anisopliae	2	49	10	0	0	2
4	Metarhizium anisopliae	2	56	1	0	0	0
4	Metarhizium anisopliae	2	56	2	17	0	1
4	Metarhizium anisopliae	2	56	3	0	0	0
4	Metarhizium anisopliae	2	56	4	0	0	0
4	Metarhizium anisopliae	2	56	5	0	0	0
4	Metarhizium anisopliae	2	56	6	0	0	0
4	Metarhizium anisopliae	2	56	7	0	0	0
4	Metarhizium anisopliae	2	56	8	0	0	0
4	Metarhizium anisopliae	2	56	9	0	0	0
4	Metarhizium anisopliae	2	56	10	73	0	2
4	Metarhizium anisopliae	2	63	1	0	0	0
4	Metarhizium anisopliae	2	63	2	0	0	0
4	Metarhizium anisopliae	2	63	3	9	6	0
4	Metarhizium anisopliae	2	63	4
4	Metarhizium anisopliae	2	63	5	4	0	0
4	Metarhizium anisopliae	2	63	6	23	0	1
4	Metarhizium anisopliae	2	63	7	5	0	1
4	Metarhizium anisopliae	2	63	8	9	0	1
4	Metarhizium anisopliae	2	63	9
4	Metarhizium anisopliae	2	63	10
4	Metarhizium anisopliae	2	70	1	0	0	0
4	Metarhizium anisopliae	2	70	2	0	0	0
4	Metarhizium anisopliae	2	70	3	0	72	2
4	Metarhizium anisopliae	2	70	4
4	Metarhizium anisopliae	2	70	5	0	4	0
4	Metarhizium anisopliae	2	70	6	0	58	1
4	Metarhizium anisopliae	2	70	7	0	0	0
4	Metarhizium anisopliae	2	70	8	0	0	1
4	Metarhizium anisopliae	2	70	9
4	Metarhizium anisopliae	2	70	10
4	Metarhizium anisopliae	2	77	1	0	0	0
4	Metarhizium anisopliae	2	77	2	0	0	0
4	Metarhizium anisopliae	2	77	3	0	6	0
4	Metarhizium anisopliae	2	77	4
4	Metarhizium anisopliae	2	77	5	0	0	0
4	Metarhizium anisopliae	2	77	6	3	0	0
4	Metarhizium anisopliae	2	77	7	0	0	0
4	Metarhizium anisopliae	2	77	8	0	0	0
4	Metarhizium anisopliae	2	77	9
4	Metarhizium anisopliae	2	77	10
4	Metarhizium anisopliae	2	84	1	0	13	0
4	Metarhizium anisopliae	2	84	2	0	4	0
4	Metarhizium anisopliae	2	84	3	0	7	0
4	Metarhizium anisopliae	2	84	4
4	Metarhizium anisopliae	2	84	5	0	4	0
4	Metarhizium anisopliae	2	84	6
4	Metarhizium anisopliae	2	84	7	0	3	0
4	Metarhizium anisopliae	2	84	8	0	6	0
4	Metarhizium anisopliae	2	84	9
4	Metarhizium anisopliae	2	84	10
4	Metarhizium anisopliae	2	91	1	0	16	0
4	Metarhizium anisopliae	2	91	2	0	6	0
4	Metarhizium anisopliae	2	91	3	0	21	0
4	Metarhizium anisopliae	2	91	4
4	Metarhizium anisopliae	2	91	5	0	7	0
4	Metarhizium anisopliae	2	91	6
4	Metarhizium anisopliae	2	91	7	0	15	1
4	Metarhizium anisopliae	2	91	8	0	12	0
4	Metarhizium anisopliae	2	91	9
4	Metarhizium anisopliae	2	91	10
4	Metarhizium anisopliae	2	98	1	0	0	6
4	Metarhizium anisopliae	2	98	2	73	0	9
4	Metarhizium anisopliae	2	98	3	9	0	20
4	Metarhizium anisopliae	2	98	4
4	Metarhizium anisopliae	2	98	5	90	0	0
4	Metarhizium anisopliae	2	98	6
4	Metarhizium anisopliae	2	98	7	57	0	2
4	Metarhizium anisopliae	2	98	8	67	63	70
4	Metarhizium anisopliae	2	98	9
4	Metarhizium anisopliae	2	98	10
4	Metarhizium anisopliae	2	105	1	0	80	0	0
4	Metarhizium anisopliae	2	105	2	16	14	0	0
4	Metarhizium anisopliae	2	105	3	0	82	0	1
4	Metarhizium anisopliae	2	105	4
4	Metarhizium anisopliae	2	105	5	0	0	0	1
4	Metarhizium anisopliae	2	105	6
4	Metarhizium anisopliae	2	105	7	0	0	0	1
4	Metarhizium anisopliae	2	105	8	5	60	1	1
4	Metarhizium anisopliae	2	105	9
4	Metarhizium anisopliae	2	105	10
4	Metarhizium anisopliae	2	112	1	0	25	0
4	Metarhizium anisopliae	2	112	2	3	23	0
4	Metarhizium anisopliae	2	112	3	0	54	0
4	Metarhizium anisopliae	2	112	4
4	Metarhizium anisopliae	2	112	5	0	0	0
4	Metarhizium anisopliae	2	112	6
4	Metarhizium anisopliae	2	112	7	0	3	0
4	Metarhizium anisopliae	2	112	8	0	73	0
4	Metarhizium anisopliae	2	112	9
4	Metarhizium anisopliae	2	112	10
4	Metarhizium anisopliae	2	119	1	0	23	0
4	Metarhizium anisopliae	2	119	2	0	4	0
4	Metarhizium anisopliae	2	119	3	0	2	0
4	Metarhizium anisopliae	2	119	4
4	Metarhizium anisopliae	2	119	5	0	0	0
4	Metarhizium anisopliae	2	119	6
4	Metarhizium anisopliae	2	119	7	0	0	0
4	Metarhizium anisopliae	2	119	8	0	16	0
4	Metarhizium anisopliae	2	119	9
4	Metarhizium anisopliae	2	119	10
4	Metarhizium anisopliae	2	126	1	0	6	0
4	Metarhizium anisopliae	2	126	2	0	8	0
4	Metarhizium anisopliae	2	126	3	0	0	0
4	Metarhizium anisopliae	2	126	4
4	Metarhizium anisopliae	2	126	5	0	0	0
4	Metarhizium anisopliae	2	126	6
4	Metarhizium anisopliae	2	126	7	0	0	0
4	Metarhizium anisopliae	2	126	8	0	16	0
4	Metarhizium anisopliae	2	126	9
4	Metarhizium anisopliae	2	126	10
4	Metarhizium anisopliae	2	143	1					82	3
4	Metarhizium anisopliae	2	143	2					163	5
4	Metarhizium anisopliae	2	143	3					38	4
4	Metarhizium anisopliae	2	143	4
4	Metarhizium anisopliae	2	143	5					48	3
4	Metarhizium anisopliae	2	143	6
4	Metarhizium anisopliae	2	143	7					42	3
4	Metarhizium anisopliae	2	143	8					143	8
4	Metarhizium anisopliae	2	143	9
4	Metarhizium anisopliae	2	143	10
4	Metarhizium anisopliae	2	150	1							0	3
4	Metarhizium anisopliae	2	150	2							3	2
4	Metarhizium anisopliae	2	150	3							0	4
4	Metarhizium anisopliae	2	150	4
4	Metarhizium anisopliae	2	150	5							3	0
4	Metarhizium anisopliae	2	150	6
4	Metarhizium anisopliae	2	150	7							3	0
4	Metarhizium anisopliae	2	150	8							7	1
4	Metarhizium anisopliae	2	150	9
4	Metarhizium anisopliae	2	150	10
1	Control	2	49	1	0	0	0
1	Control	2	49	2	0	0	0
1	Control	2	49	3	0	0	0
1	Control	2	49	4	0	0	0
1	Control	2	49	5	0	0	0
1	Control	2	49	6	6	0	0
1	Control	2	49	7	0	0	0
1	Control	2	49	8	0	0	0
1	Control	2	49	9	0	0	0
1	Control	2	49	10	0	0	0
1	Control	2	56	1	0	0	0
1	Control	2	56	2	0	0	0
1	Control	2	56	3	0	0	0
1	Control	2	56	4	0	0	0
1	Control	2	56	5	0	0	0
1	Control	2	56	6	0	0	0
1	Control	2	56	7	0	0	0
1	Control	2	56	8	0	0	0
1	Control	2	56	9	0	0	0
1	Control	2	56	10	0	0	0
1	Control	2	63	1	0	0	0
1	Control	2	63	2	0	0	0
1	Control	2	63	3	0	0	0
1	Control	2	63	4	0	0	0
1	Control	2	63	5	0	0	0
1	Control	2	63	6	0	0	0
1	Control	2	63	7
1	Control	2	63	8	2	0	0
1	Control	2	63	9
1	Control	2	63	10
1	Control	2	70	1	0	0	0
1	Control	2	70	2	0	0	0
1	Control	2	70	3	0	0	0
1	Control	2	70	4	0	0	0
1	Control	2	70	5	0	0	0
1	Control	2	70	6	0	0	0
1	Control	2	70	7
1	Control	2	70	8	0	11	0
1	Control	2	70	9
1	Control	2	70	10
1	Control	2	77	1	0	0	0
1	Control	2	77	2	0	0	0
1	Control	2	77	3	0	0	0
1	Control	2	77	4	0	0	0
1	Control	2	77	5
1	Control	2	77	6	0	0	0
1	Control	2	77	7
1	Control	2	77	8	0	4	0
1	Control	2	77	9
1	Control	2	77	10
1	Control	2	84	1	0	0	0
1	Control	2	84	2	0	6	0
1	Control	2	84	3	0	14	0
1	Control	2	84	4	0	32	0
1	Control	2	84	5
1	Control	2	84	6	0	6	0
1	Control	2	84	7
1	Control	2	84	8	14	19	0
1	Control	2	84	9
1	Control	2	84	10
1	Control	2	91	1	0	0	0
1	Control	2	91	2	0	22	0
1	Control	2	91	3	0	16	0
1	Control	2	91	4	0	30	0
1	Control	2	91	5
1	Control	2	91	6	0	12	0
1	Control	2	91	7
1	Control	2	91	8	12	14	1
1	Control	2	91	9
1	Control	2	91	10
1	Control	2	98	1	0	17	0
1	Control	2	98	2	0	35	0
1	Control	2	98	3	0	40	0
1	Control	2	98	4	12	30	0
1	Control	2	98	5
1	Control	2	98	6	0	4	0
1	Control	2	98	7
1	Control	2	98	8	10	15	1
1	Control	2	98	9
1	Control	2	98	10
1	Control	2	105	1	0	31	0	1
1	Control	2	105	2	0	40	0	1
1	Control	2	105	3	0	32	0	0
1	Control	2	105	4	0	140	0	1
1	Control	2	105	5
1	Control	2	105	6	0	1	0	1
1	Control	2	105	7
1	Control	2	105	8	0	52	0	1
1	Control	2	105	9
1	Control	2	105	10
1	Control	2	112	1	0	17	0
1	Control	2	112	2	0	33	0
1	Control	2	112	3	0	49	0
1	Control	2	112	4	0	33	0
1	Control	2	112	5
1	Control	2	112	6	0	5	0
1	Control	2	112	7
1	Control	2	112	8	0	56	0
1	Control	2	112	9
1	Control	2	112	10
1	Control	2	119	1	0	0	0
1	Control	2	119	2	0	14	0
1	Control	2	119	3	0	36	0
1	Control	2	119	4	0	103	0
1	Control	2	119	5
1	Control	2	119	6	0	0	0
1	Control	2	119	7
1	Control	2	119	8	0	78	0
1	Control	2	119	9
1	Control	2	119	10
1	Control	2	126	1	0	0	0
1	Control	2	126	2	0	10	0
1	Control	2	126	3	0	15	0
1	Control	2	126	4	0	35	0
1	Control	2	126	5
1	Control	2	126	6	0	0	0
1	Control	2	126	7
1	Control	2	126	8	0	25	0
1	Control	2	126	9
1	Control	2	126	10
1	Control	2	143	1					48	2
1	Control	2	143	2					45	1
1	Control	2	143	3					76	1
1	Control	2	143	4					119	7
1	Control	2	143	5
1	Control	2	143	6					10	1
1	Control	2	143	7
1	Control	2	143	8					14	2
1	Control	2	143	9
1	Control	2	143	10
1	Control	2	150	1							0	2
1	Control	2	150	2							0	1
1	Control	2	150	3							0	1
1	Control	2	150	4							4	3
1	Control	2	150	5
1	Control	2	150	6							1	0
1	Control	2	150	7
1	Control	2	150	8							2	0
1	Control	2	150	9
1	Control	2	150	10
2	Beauveria bassiana	2	49	1	0	0	0
2	Beauveria bassiana	2	49	2	32	0	1
2	Beauveria bassiana	2	49	3	0	0	0
2	Beauveria bassiana	2	49	4	0	0	0
2	Beauveria bassiana	2	49	5	0	0	0
2	Beauveria bassiana	2	49	6	0	0	0
2	Beauveria bassiana	2	49	7	0	0	0
2	Beauveria bassiana	2	49	8	0	0	0
2	Beauveria bassiana	2	49	9	0	0	0
2	Beauveria bassiana	2	49	10	0	0	0
2	Beauveria bassiana	2	56	1	0	0	0
2	Beauveria bassiana	2	56	2	0	0	0
2	Beauveria bassiana	2	56	3	0	0	0
2	Beauveria bassiana	2	56	4	0	0	0
2	Beauveria bassiana	2	56	5	0	0	0
2	Beauveria bassiana	2	56	6	0	0	0
2	Beauveria bassiana	2	56	7	0	0	0
2	Beauveria bassiana	2	56	8	0	0	0
2	Beauveria bassiana	2	56	9	0	0	0
2	Beauveria bassiana	2	56	10	0	0	0
2	Beauveria bassiana	2	63	1	0	0	0
2	Beauveria bassiana	2	63	2	0	0	0
2	Beauveria bassiana	2	63	3	0	0	0
2	Beauveria bassiana	2	63	4	4	0	0
2	Beauveria bassiana	2	63	5	8	0	0
2	Beauveria bassiana	2	63	6	0	0	0
2	Beauveria bassiana	2	63	7	11	0	0
2	Beauveria bassiana	2	63	8	0	0	0
2	Beauveria bassiana	2	63	9	0	0	0
2	Beauveria bassiana	2	63	10
2	Beauveria bassiana	2	70	1	0	0	0
2	Beauveria bassiana	2	70	2	0	0	1
2	Beauveria bassiana	2	70	3	0	0	0
2	Beauveria bassiana	2	70	4	0	0	0
2	Beauveria bassiana	2	70	5	0	0	0
2	Beauveria bassiana	2	70	6	0	0	0
2	Beauveria bassiana	2	70	7	0	9	1
2	Beauveria bassiana	2	70	8	0	32	0
2	Beauveria bassiana	2	70	9	0	0	0
2	Beauveria bassiana	2	70	10
2	Beauveria bassiana	2	77	1	0	0	0
2	Beauveria bassiana	2	77	2	7	4	0
2	Beauveria bassiana	2	77	3	0	0	0
2	Beauveria bassiana	2	77	4	6	8	0
2	Beauveria bassiana	2	77	5	0	4	0
2	Beauveria bassiana	2	77	6	0	0	0
2	Beauveria bassiana	2	77	7	70	4	2
2	Beauveria bassiana	2	77	8	0	0	0
2	Beauveria bassiana	2	77	9	0	0	0
2	Beauveria bassiana	2	77	10
2	Beauveria bassiana	2	84	1	0	0	0
2	Beauveria bassiana	2	84	2	25	12	1
2	Beauveria bassiana	2	84	3	3	12	0
2	Beauveria bassiana	2	84	4	0	1	2
2	Beauveria bassiana	2	84	5	0	1	1
2	Beauveria bassiana	2	84	6	22	0	0
2	Beauveria bassiana	2	84	7	14	3	2
2	Beauveria bassiana	2	84	8	55	0	5
2	Beauveria bassiana	2	84	9	40	0	0
2	Beauveria bassiana	2	84	10
2	Beauveria bassiana	2	91	1	0	0	0
2	Beauveria bassiana	2	91	2	33	18	0
2	Beauveria bassiana	2	91	3	12	26	0
2	Beauveria bassiana	2	91	4	0	10	3
2	Beauveria bassiana	2	91	5	0	1	0
2	Beauveria bassiana	2	91	6	14	0	1
2	Beauveria bassiana	2	91	7	0	2	0
2	Beauveria bassiana	2	91	8	72	18	0
2	Beauveria bassiana	2	91	9	28	0	3
2	Beauveria bassiana	2	91	10
2	Beauveria bassiana	2	98	1	0	0	0
2	Beauveria bassiana	2	98	2	73	35	1
2	Beauveria bassiana	2	98	3	9	12	1
2	Beauveria bassiana	2	98	4	90	65	2
2	Beauveria bassiana	2	98	5	34	6	1
2	Beauveria bassiana	2	98	6	32	0	2
2	Beauveria bassiana	2	98	7	0	6	0
2	Beauveria bassiana	2	98	8	57	0	0
2	Beauveria bassiana	2	98	9	67	0	1
2	Beauveria bassiana	2	98	10
2	Beauveria bassiana	2	105	1	0	0	0	1
2	Beauveria bassiana	2	105	2	32	4	2	1
2	Beauveria bassiana	2	105	3	0	18	6	1
2	Beauveria bassiana	2	105	4	10	62	0	1
2	Beauveria bassiana	2	105	5	8	5	4	1
2	Beauveria bassiana	2	105	6	19	6	0	0
2	Beauveria bassiana	2	105	7	0	3	0	1
2	Beauveria bassiana	2	105	8	25	3	0	1
2	Beauveria bassiana	2	105	9	1	1	0	1
2	Beauveria bassiana	2	105	10
2	Beauveria bassiana	2	112	1	0	2	0
2	Beauveria bassiana	2	112	2	14	27	0
2	Beauveria bassiana	2	112	3	0	23	0
2	Beauveria bassiana	2	112	4	5	25	2
2	Beauveria bassiana	2	112	5	15	13	0
2	Beauveria bassiana	2	112	6	24	0	1
2	Beauveria bassiana	2	112	7	0	0	0
2	Beauveria bassiana	2	112	8	45	3	2
2	Beauveria bassiana	2	112	9	29	2	2
2	Beauveria bassiana	2	112	10
2	Beauveria bassiana	2	119	1	0	0	0
2	Beauveria bassiana	2	119	2	0	0	0
2	Beauveria bassiana	2	119	3	8	6	1
2	Beauveria bassiana	2	119	4	19	26	0
2	Beauveria bassiana	2	119	5	0	37	0
2	Beauveria bassiana	2	119	6	0	29	0
2	Beauveria bassiana	2	119	7	0	0	0
2	Beauveria bassiana	2	119	8	0	33	0
2	Beauveria bassiana	2	119	9	8	3	0
2	Beauveria bassiana	2	119	10
2	Beauveria bassiana	2	126	1	0	0	0
2	Beauveria bassiana	2	126	2	0	0	0
2	Beauveria bassiana	2	126	3	0	1	0
2	Beauveria bassiana	2	126	4	0	0	0
2	Beauveria bassiana	2	126	5	0	11	0
2	Beauveria bassiana	2	126	6	0	23	0
2	Beauveria bassiana	2	126	7	0	0	0
2	Beauveria bassiana	2	126	8	4	0	0
2	Beauveria bassiana	2	126	9	0	7	0
2	Beauveria bassiana	2	126	10
2	Beauveria bassiana	2	143	1					5	1
2	Beauveria bassiana	2	143	2					47	4
2	Beauveria bassiana	2	143	3					11	4
2	Beauveria bassiana	2	143	4					73	6
2	Beauveria bassiana	2	143	5					1	1
2	Beauveria bassiana	2	143	6					82	8
2	Beauveria bassiana	2	143	7					25	1
2	Beauveria bassiana	2	143	8					0	0
2	Beauveria bassiana	2	143	9					40	2
2	Beauveria bassiana	2	143	10
2	Beauveria bassiana	2	150	1							1	0
2	Beauveria bassiana	2	150	2							4	0
2	Beauveria bassiana	2	150	3							4	0
2	Beauveria bassiana	2	150	4							6	0
2	Beauveria bassiana	2	150	5							1	0
2	Beauveria bassiana	2	150	6							8	0
2	Beauveria bassiana	2	150	7							0	1
2	Beauveria bassiana	2	150	8							0	0
2	Beauveria bassiana	2	150	9							2	0
2	Beauveria bassiana	2	150	10
3	Paecilomyces lilacinus	2	49	1	0	0	0
3	Paecilomyces lilacinus	2	49	2	0	0	0
3	Paecilomyces lilacinus	2	49	3	0	0	0
3	Paecilomyces lilacinus	2	49	4	0	0	0
3	Paecilomyces lilacinus	2	49	5	0	0	0
3	Paecilomyces lilacinus	2	49	6	0	0	0
3	Paecilomyces lilacinus	2	49	7	0	0	0
3	Paecilomyces lilacinus	2	49	8	0	0	0
3	Paecilomyces lilacinus	2	49	9	0	0	0
3	Paecilomyces lilacinus	2	49	10	0	0	0
3	Paecilomyces lilacinus	2	56	1	0	0	0
3	Paecilomyces lilacinus	2	56	2	0	0	0
3	Paecilomyces lilacinus	2	56	3	0	0	0
3	Paecilomyces lilacinus	2	56	4	0	0	0
3	Paecilomyces lilacinus	2	56	5	0	0	0
3	Paecilomyces lilacinus	2	56	6	0	0	0
3	Paecilomyces lilacinus	2	56	7	0	0	0
3	Paecilomyces lilacinus	2	56	8	0	0	0
3	Paecilomyces lilacinus	2	56	9	0	0	0
3	Paecilomyces lilacinus	2	56	10	0	0	0
3	Paecilomyces lilacinus	2	63	1	0	0	0
3	Paecilomyces lilacinus	2	63	2	0	0	0
3	Paecilomyces lilacinus	2	63	3	0	0	0
3	Paecilomyces lilacinus	2	63	4
3	Paecilomyces lilacinus	2	63	5	0	0	0
3	Paecilomyces lilacinus	2	63	6	0	0	0
3	Paecilomyces lilacinus	2	63	7
3	Paecilomyces lilacinus	2	63	8	0	0	0
3	Paecilomyces lilacinus	2	63	9
3	Paecilomyces lilacinus	2	63	10	0	0	0
3	Paecilomyces lilacinus	2	70	1	0	0	0
3	Paecilomyces lilacinus	2	70	2	0	0	0
3	Paecilomyces lilacinus	2	70	3	0	0	0
3	Paecilomyces lilacinus	2	70	4
3	Paecilomyces lilacinus	2	70	5	0	0	0
3	Paecilomyces lilacinus	2	70	6	0	0	0
3	Paecilomyces lilacinus	2	70	7
3	Paecilomyces lilacinus	2	70	8	0	0	0
3	Paecilomyces lilacinus	2	70	9
3	Paecilomyces lilacinus	2	70	10	0	0	0
3	Paecilomyces lilacinus	2	77	1	0	0	0
3	Paecilomyces lilacinus	2	77	2	0	0	0
3	Paecilomyces lilacinus	2	77	3	0	0	0
3	Paecilomyces lilacinus	2	77	4
3	Paecilomyces lilacinus	2	77	5	0	0	0
3	Paecilomyces lilacinus	2	77	6	0	0	0
3	Paecilomyces lilacinus	2	77	7
3	Paecilomyces lilacinus	2	77	8	27	0	1
3	Paecilomyces lilacinus	2	77	9
3	Paecilomyces lilacinus	2	77	10	0	0	0
3	Paecilomyces lilacinus	2	84	1	0	0	0
3	Paecilomyces lilacinus	2	84	2	0	2	0
3	Paecilomyces lilacinus	2	84	3	0	0	0
3	Paecilomyces lilacinus	2	84	4
3	Paecilomyces lilacinus	2	84	5	0	2	0
3	Paecilomyces lilacinus	2	84	6	0	3	0
3	Paecilomyces lilacinus	2	84	7
3	Paecilomyces lilacinus	2	84	8	0	5	0
3	Paecilomyces lilacinus	2	84	9
3	Paecilomyces lilacinus	2	84	10	4	0	1
3	Paecilomyces lilacinus	2	91	1	0	0	0
3	Paecilomyces lilacinus	2	91	2	0	7	0
3	Paecilomyces lilacinus	2	91	3	0	0	0
3	Paecilomyces lilacinus	2	91	4
3	Paecilomyces lilacinus	2	91	5	0	0	1
3	Paecilomyces lilacinus	2	91	6	0	0	0
3	Paecilomyces lilacinus	2	91	7
3	Paecilomyces lilacinus	2	91	8	8	13	0
3	Paecilomyces lilacinus	2	91	9
3	Paecilomyces lilacinus	2	91	10	12	0	1
3	Paecilomyces lilacinus	2	98	1	0	0	0
3	Paecilomyces lilacinus	2	98	2	0	0	0
3	Paecilomyces lilacinus	2	98	3	0	4	0
3	Paecilomyces lilacinus	2	98	4
3	Paecilomyces lilacinus	2	98	5	0	0	0
3	Paecilomyces lilacinus	2	98	6	2	5	0
3	Paecilomyces lilacinus	2	98	7
3	Paecilomyces lilacinus	2	98	8	0	1	0
3	Paecilomyces lilacinus	2	98	9
3	Paecilomyces lilacinus	2	98	10	0	0	0
3	Paecilomyces lilacinus	2	105	1	0	5	0	1
3	Paecilomyces lilacinus	2	105	2	0	2	6	0
3	Paecilomyces lilacinus	2	105	3	0	0	0	0
3	Paecilomyces lilacinus	2	105	4
3	Paecilomyces lilacinus	2	105	5	0	0	0	1
3	Paecilomyces lilacinus	2	105	6	0	0	0	1
3	Paecilomyces lilacinus	2	105	7
3	Paecilomyces lilacinus	2	105	8	5	8	0	0
3	Paecilomyces lilacinus	2	105	9
3	Paecilomyces lilacinus	2	105	10	0	14	0	1
3	Paecilomyces lilacinus	2	112	1	0	0	0
3	Paecilomyces lilacinus	2	112	2	0	1	0
3	Paecilomyces lilacinus	2	112	3	0	4	0
3	Paecilomyces lilacinus	2	112	4
3	Paecilomyces lilacinus	2	112	5	0	0	0
3	Paecilomyces lilacinus	2	112	6	0	7	0
3	Paecilomyces lilacinus	2	112	7
3	Paecilomyces lilacinus	2	112	8	0	10	0
3	Paecilomyces lilacinus	2	112	9
3	Paecilomyces lilacinus	2	112	10	0	9	0
3	Paecilomyces lilacinus	2	119	1	0	0	0
3	Paecilomyces lilacinus	2	119	2	0	0	0
3	Paecilomyces lilacinus	2	119	3	0	0	0
3	Paecilomyces lilacinus	2	119	4
3	Paecilomyces lilacinus	2	119	5	0	25	0
3	Paecilomyces lilacinus	2	119	6	0	0	0
3	Paecilomyces lilacinus	2	119	7
3	Paecilomyces lilacinus	2	119	8	0	0	0
3	Paecilomyces lilacinus	2	119	9
3	Paecilomyces lilacinus	2	119	10	0	0	0
3	Paecilomyces lilacinus	2	126	1	0	0	0
3	Paecilomyces lilacinus	2	126	2	0	0	0
3	Paecilomyces lilacinus	2	126	3	0	0	0
3	Paecilomyces lilacinus	2	126	4
3	Paecilomyces lilacinus	2	126	5	0	0	0
3	Paecilomyces lilacinus	2	126	6	0	0	0
3	Paecilomyces lilacinus	2	126	7
3	Paecilomyces lilacinus	2	126	8	0	0	0
3	Paecilomyces lilacinus	2	126	9
3	Paecilomyces lilacinus	2	126	10	0	17	1
3	Paecilomyces lilacinus	2	143	1					113	2
3	Paecilomyces lilacinus	2	143	2					128	4
3	Paecilomyces lilacinus	2	143	3					135	2
3	Paecilomyces lilacinus	2	143	4
3	Paecilomyces lilacinus	2	143	5					108	6
3	Paecilomyces lilacinus	2	143	6					142	3
3	Paecilomyces lilacinus	2	143	7
3	Paecilomyces lilacinus	2	143	8					272	8
3	Paecilomyces lilacinus	2	143	9
3	Paecilomyces lilacinus	2	143	10					0	0
3	Paecilomyces lilacinus	2	150	1							1	1
3	Paecilomyces lilacinus	2	150	2							3	1
3	Paecilomyces lilacinus	2	150	3							0	2
3	Paecilomyces lilacinus	2	150	4
3	Paecilomyces lilacinus	2	150	5							4	2
3	Paecilomyces lilacinus	2	150	6							3	0
3	Paecilomyces lilacinus	2	150	7
3	Paecilomyces lilacinus	2	150	8							3	5
3	Paecilomyces lilacinus	2	150	9
3	Paecilomyces lilacinus	2	150	10							0	0
5	Chemical control	2	49	1	0	0	0
5	Chemical control	2	49	2	6	6	0
5	Chemical control	2	49	3	0	0	0
5	Chemical control	2	49	4	0	0	0
5	Chemical control	2	49	5	0	0	0
5	Chemical control	2	49	6	0	0	0
5	Chemical control	2	49	7	0	0	0
5	Chemical control	2	49	8	0	0	0
5	Chemical control	2	49	9	0	0	0
5	Chemical control	2	49	10	12	32	0
5	Chemical control	2	56	1	0	0	0
5	Chemical control	2	56	2	0	0	0
5	Chemical control	2	56	3	3	0	0
5	Chemical control	2	56	4	10	0	1
5	Chemical control	2	56	5	1	0	0
5	Chemical control	2	56	6	0	0	0
5	Chemical control	2	56	7	0	0	0
5	Chemical control	2	56	8	2	0	0
5	Chemical control	2	56	9	0	0	0
5	Chemical control	2	56	10	0	0	0
5	Chemical control	2	63	1	7	0	0
5	Chemical control	2	63	2
5	Chemical control	2	63	3	3	0	1
5	Chemical control	2	63	4	2	0	0
5	Chemical control	2	63	5	0	0	0
5	Chemical control	2	63	6	2	0	0
5	Chemical control	2	63	7	8	0	0
5	Chemical control	2	63	8	0	0	0
5	Chemical control	2	63	9	1	0	0
5	Chemical control	2	63	10
5	Chemical control	2	70	1	0	0	0
5	Chemical control	2	70	2
5	Chemical control	2	70	3
5	Chemical control	2	70	4	0	0	0
5	Chemical control	2	70	5	0	0	0
5	Chemical control	2	70	6	3	0	0
5	Chemical control	2	70	7	0	1	0
5	Chemical control	2	70	8	0	0	0
5	Chemical control	2	70	9	1	0	0
5	Chemical control	2	70	10
5	Chemical control	2	77	1	0	0	0
5	Chemical control	2	77	2
5	Chemical control	2	77	3
5	Chemical control	2	77	4
5	Chemical control	2	77	5	0	0	0
5	Chemical control	2	77	6	8	0	0
5	Chemical control	2	77	7	8	0	0
5	Chemical control	2	77	8	6	0	0
5	Chemical control	2	77	9	0	0	1
5	Chemical control	2	77	10
5	Chemical control	2	84	1	0	0	0
5	Chemical control	2	84	2
5	Chemical control	2	84	3
5	Chemical control	2	84	4
5	Chemical control	2	84	5	28	0	0
5	Chemical control	2	84	6	0	0	0
5	Chemical control	2	84	7	3	5	0
5	Chemical control	2	84	8	0	0	0
5	Chemical control	2	84	9	36	2	0
5	Chemical control	2	84	10
5	Chemical control	2	91	1	0	0	0
5	Chemical control	2	91	2
5	Chemical control	2	91	3
5	Chemical control	2	91	4
5	Chemical control	2	91	5	11	0	0
5	Chemical control	2	91	6	0	0	0
5	Chemical control	2	91	7	9	0	0
5	Chemical control	2	91	8	0	0	0
5	Chemical control	2	91	9	0	0	0
5	Chemical control	2	91	10
5	Chemical control	2	98	1	0	0	0
5	Chemical control	2	98	2
5	Chemical control	2	98	3
5	Chemical control	2	98	4
5	Chemical control	2	98	5	0	0	0
5	Chemical control	2	98	6	0	0	0
5	Chemical control	2	98	7	0	0	0
5	Chemical control	2	98	8	0	0	0
5	Chemical control	2	98	9	0	0	0
5	Chemical control	2	98	10
5	Chemical control	2	105	1	0	0	0	1
5	Chemical control	2	105	2
5	Chemical control	2	105	3
5	Chemical control	2	105	4
5	Chemical control	2	105	5	0	0	0	0
5	Chemical control	2	105	6	0	0	0	1
5	Chemical control	2	105	7	0	0	0	1
5	Chemical control	2	105	8	0	0	0	1
5	Chemical control	2	105	9	0	0	0	1
5	Chemical control	2	105	10
5	Chemical control	2	112	1	0	0	0
5	Chemical control	2	112	2
5	Chemical control	2	112	3
5	Chemical control	2	112	4
5	Chemical control	2	112	5	0	0	0
5	Chemical control	2	112	6	0	0	0
5	Chemical control	2	112	7	0	0	0
5	Chemical control	2	112	8	0	0	0
5	Chemical control	2	112	9	0	0	0
5	Chemical control	2	112	10
5	Chemical control	2	119	1	0	0	0
5	Chemical control	2	119	2
5	Chemical control	2	119	3
5	Chemical control	2	119	4
5	Chemical control	2	119	5	0	0	0
5	Chemical control	2	119	6	0	0	0
5	Chemical control	2	119	7	0	0	0
5	Chemical control	2	119	8	0	0	0
5	Chemical control	2	119	9	0	0	0
5	Chemical control	2	119	10
5	Chemical control	2	126	1	0	0	0
5	Chemical control	2	126	2
5	Chemical control	2	126	3
5	Chemical control	2	126	4
5	Chemical control	2	126	5	0	0	1
5	Chemical control	2	126	6	0	0	0
5	Chemical control	2	126	7	0	0	0
5	Chemical control	2	126	8	0	0	0
5	Chemical control	2	126	9	0	0	0
5	Chemical control	2	126	10
5	Chemical control	2	143	1					62	2
5	Chemical control	2	143	2
5	Chemical control	2	143	3
5	Chemical control	2	143	4
5	Chemical control	2	143	5					174	5
5	Chemical control	2	143	6					143	6
5	Chemical control	2	143	7					79	4
5	Chemical control	2	143	8					43	2
5	Chemical control	2	143	9					3	1
5	Chemical control	2	143	10
5	Chemical control	2	150	1							2	0
5	Chemical control	2	150	2
5	Chemical control	2	150	3
5	Chemical control	2	150	4
5	Chemical control	2	150	5							4	1
5	Chemical control	2	150	6							3	3
5	Chemical control	2	150	7							2	2
5	Chemical control	2	150	8							1	1
5	Chemical control	2	150	9							1	0
5	Chemical control	2	150	10
1	Control	3	49	1	0	0	0
1	Control	3	49	2	0	0	0
1	Control	3	49	3	0	0	0
1	Control	3	49	4	0	0	1
1	Control	3	49	5	6	0	0
1	Control	3	49	6	4	9	0
1	Control	3	49	7	0	0	0
1	Control	3	49	8	0	0	0
1	Control	3	49	9	12	0	1
1	Control	3	49	10	15	0	0
1	Control	3	56	1	0	0	0
1	Control	3	56	2	24	0	0
1	Control	3	56	3	0	0	0
1	Control	3	56	4	1	0	1
1	Control	3	56	5	8	0	0
1	Control	3	56	6	4	0	0
1	Control	3	56	7	10	0	0
1	Control	3	56	8	0	0	0
1	Control	3	56	9	14	0	0
1	Control	3	56	10	0	0	0
1	Control	3	63	1
1	Control	3	63	2	6	0	0
1	Control	3	63	3
1	Control	3	63	4	3	0	0
1	Control	3	63	5	22	0	0
1	Control	3	63	6	7	0	0
1	Control	3	63	7	37	7	0
1	Control	3	63	8	2	0	0
1	Control	3	63	9
1	Control	3	63	10	7	1	0
1	Control	3	70	1
1	Control	3	70	2	0	61	1
1	Control	3	70	3
1	Control	3	70	4	0	1	4
1	Control	3	70	5	0	27	1
1	Control	3	70	6	0	0	0
1	Control	3	70	7
1	Control	3	70	8	0	0	1
1	Control	3	70	9
1	Control	3	70	10
1	Control	3	77	1
1	Control	3	77	2	10	0	1
1	Control	3	77	3
1	Control	3	77	4	0	0	0
1	Control	3	77	5	4	8	0
1	Control	3	77	6	0	0	1
1	Control	3	77	7
1	Control	3	77	8	25	5	1
1	Control	3	77	9
1	Control	3	77	10
1	Control	3	84	1
1	Control	3	84	2	7	13	4
1	Control	3	84	3
1	Control	3	84	4	8	34	0
1	Control	3	84	5	12	100	0
1	Control	3	84	6	0	104	1
1	Control	3	84	7
1	Control	3	84	8	25	20	1
1	Control	3	84	9
1	Control	3	84	10
1	Control	3	91	1
1	Control	3	91	2	18	22	3
1	Control	3	91	3
1	Control	3	91	4	122	78	1
1	Control	3	91	5	79	124	0
1	Control	3	91	6	110	180	2
1	Control	3	91	7
1	Control	3	91	8	48	157	6
1	Control	3	91	9
1	Control	3	91	10
1	Control	3	98	1
1	Control	3	98	2	18	10	3
1	Control	3	98	3
1	Control	3	98	4	16	180	2
1	Control	3	98	5	10	157	0
1	Control	3	98	6	8	110	2
1	Control	3	98	7
1	Control	3	98	8	55	220	5
1	Control	3	98	9
1	Control	3	98	10
1	Control	3	105	1
1	Control	3	105	2	0	56	0	1
1	Control	3	105	3
1	Control	3	105	4	0	38	0	1
1	Control	3	105	5	0	65	0	1
1	Control	3	105	6	0	82	0	1
1	Control	3	105	7
1	Control	3	105	8	0	48	1	1
1	Control	3	105	9
1	Control	3	105	10
1	Control	3	112	1
1	Control	3	112	2	0	78	0
1	Control	3	112	3
1	Control	3	112	4	0	93	0
1	Control	3	112	5	0	15	1
1	Control	3	112	6	0	6	0
1	Control	3	112	7
1	Control	3	112	8	0	63	1
1	Control	3	112	9
1	Control	3	112	10
1	Control	3	119	1
1	Control	3	119	2	0	23	0
1	Control	3	119	3
1	Control	3	119	4	0	19	0
1	Control	3	119	5	0	0	0
1	Control	3	119	6	0	0	0
1	Control	3	119	7
1	Control	3	119	8	0	6	0
1	Control	3	119	9
1	Control	3	119	10
1	Control	3	126	1
1	Control	3	126	2	0	19	0
1	Control	3	126	3
1	Control	3	126	4	0	5	0
1	Control	3	126	5	0	0	0
1	Control	3	126	6	0	0	0
1	Control	3	126	7
1	Control	3	126	8	0	0	0
1	Control	3	126	9
1	Control	3	126	10
1	Control	3	143	1
1	Control	3	143	2					28	6
1	Control	3	143	3
1	Control	3	143	4					15	2
1	Control	3	143	5					17	1
1	Control	3	143	6					15	3
1	Control	3	143	7
1	Control	3	143	8					31	3
1	Control	3	143	9
1	Control	3	143	10
1	Control	3	150	1
1	Control	3	150	2							6	0
1	Control	3	150	3
1	Control	3	150	4							2	2
1	Control	3	150	5							1	1
1	Control	3	150	6							3	3
1	Control	3	150	7
1	Control	3	150	8							3	3
1	Control	3	150	9
1	Control	3	150	10
3	Paecilomyces lilacinus	3	49	1	0	0	0
3	Paecilomyces lilacinus	3	49	2	0	0	0
3	Paecilomyces lilacinus	3	49	3	0	0	0
3	Paecilomyces lilacinus	3	49	4	0	0	0
3	Paecilomyces lilacinus	3	49	5	0	0	0
3	Paecilomyces lilacinus	3	49	6	0	0	0
3	Paecilomyces lilacinus	3	49	7	0	0	0
3	Paecilomyces lilacinus	3	49	8	0	0	0
3	Paecilomyces lilacinus	3	49	9	0	0	0
3	Paecilomyces lilacinus	3	49	10	0	0	0
3	Paecilomyces lilacinus	3	56	1	3	0	0
3	Paecilomyces lilacinus	3	56	2	0	0	0
3	Paecilomyces lilacinus	3	56	3	0	0	0
3	Paecilomyces lilacinus	3	56	4	0	0	0
3	Paecilomyces lilacinus	3	56	5	10	0	0
3	Paecilomyces lilacinus	3	56	6	0	0	0
3	Paecilomyces lilacinus	3	56	7	0	0	0
3	Paecilomyces lilacinus	3	56	8	0	0	0
3	Paecilomyces lilacinus	3	56	9	2	0	0
3	Paecilomyces lilacinus	3	56	10	0	0	0
3	Paecilomyces lilacinus	3	63	1	0	0	0
3	Paecilomyces lilacinus	3	63	2	0	0	0
3	Paecilomyces lilacinus	3	63	3	0	0	0
3	Paecilomyces lilacinus	3	63	4
3	Paecilomyces lilacinus	3	63	5	7	0	0
3	Paecilomyces lilacinus	3	63	6	0	0	0
3	Paecilomyces lilacinus	3	63	7	0	0	0
3	Paecilomyces lilacinus	3	63	8	8	0	0
3	Paecilomyces lilacinus	3	63	9	5	0	0
3	Paecilomyces lilacinus	3	63	10
3	Paecilomyces lilacinus	3	70	1	0	0	0
3	Paecilomyces lilacinus	3	70	2	0	0	0
3	Paecilomyces lilacinus	3	70	3	0	0	0
3	Paecilomyces lilacinus	3	70	4
3	Paecilomyces lilacinus	3	70	5	0	25	1
3	Paecilomyces lilacinus	3	70	6	0	0	0
3	Paecilomyces lilacinus	3	70	7	0	0	0
3	Paecilomyces lilacinus	3	70	8	0	0	0
3	Paecilomyces lilacinus	3	70	9	0	4	1
3	Paecilomyces lilacinus	3	70	10
3	Paecilomyces lilacinus	3	77	1	0	0	0
3	Paecilomyces lilacinus	3	77	2	14	0	0
3	Paecilomyces lilacinus	3	77	3	0	0	0
3	Paecilomyces lilacinus	3	77	4
3	Paecilomyces lilacinus	3	77	5	5	5	0
3	Paecilomyces lilacinus	3	77	6	0	0	1
3	Paecilomyces lilacinus	3	77	7	34	0	0
3	Paecilomyces lilacinus	3	77	8	1	3	0
3	Paecilomyces lilacinus	3	77	9	0	0	1
3	Paecilomyces lilacinus	3	77	10
3	Paecilomyces lilacinus	3	84	1
3	Paecilomyces lilacinus	3	84	2	16	3	0
3	Paecilomyces lilacinus	3	84	3	0	0	0
3	Paecilomyces lilacinus	3	84	4
3	Paecilomyces lilacinus	3	84	5	0	25	0
3	Paecilomyces lilacinus	3	84	6	16	0	0
3	Paecilomyces lilacinus	3	84	7	0	0	0
3	Paecilomyces lilacinus	3	84	8	16	2	1
3	Paecilomyces lilacinus	3	84	9	37	0	0
3	Paecilomyces lilacinus	3	84	10
3	Paecilomyces lilacinus	3	91	1
3	Paecilomyces lilacinus	3	91	2	19	7	0
3	Paecilomyces lilacinus	3	91	3	0	0	1
3	Paecilomyces lilacinus	3	91	4
3	Paecilomyces lilacinus	3	91	5	0	17	0
3	Paecilomyces lilacinus	3	91	6	29	12	0
3	Paecilomyces lilacinus	3	91	7	0	0	0
3	Paecilomyces lilacinus	3	91	8	12	0	0
3	Paecilomyces lilacinus	3	91	9	4	0	0
3	Paecilomyces lilacinus	3	91	10
3	Paecilomyces lilacinus	3	98	1
3	Paecilomyces lilacinus	3	98	2	5	3	1
3	Paecilomyces lilacinus	3	98	3	6	0	0
3	Paecilomyces lilacinus	3	98	4
3	Paecilomyces lilacinus	3	98	5	0	0	0
3	Paecilomyces lilacinus	3	98	6	6	0	0
3	Paecilomyces lilacinus	3	98	7	38	3	1
3	Paecilomyces lilacinus	3	98	8	13	0	0
3	Paecilomyces lilacinus	3	98	9	25	0	2
3	Paecilomyces lilacinus	3	98	10
3	Paecilomyces lilacinus	3	105	1
3	Paecilomyces lilacinus	3	105	2	0	0	0	0
3	Paecilomyces lilacinus	3	105	3	0	2	0	1
3	Paecilomyces lilacinus	3	105	4
3	Paecilomyces lilacinus	3	105	5	17	1	0	1
3	Paecilomyces lilacinus	3	105	6	1	4	1	1
3	Paecilomyces lilacinus	3	105	7	0	0	6	1
3	Paecilomyces lilacinus	3	105	8	0	0	0	0
3	Paecilomyces lilacinus	3	105	9	0	1	0	0
3	Paecilomyces lilacinus	3	105	10
3	Paecilomyces lilacinus	3	112	1
3	Paecilomyces lilacinus	3	112	2	0	9	0
3	Paecilomyces lilacinus	3	112	3	0	28	0
3	Paecilomyces lilacinus	3	112	4
3	Paecilomyces lilacinus	3	112	5	0	0	0
3	Paecilomyces lilacinus	3	112	6	7	5	0
3	Paecilomyces lilacinus	3	112	7	0	8	0
3	Paecilomyces lilacinus	3	112	8	0	11	0
3	Paecilomyces lilacinus	3	112	9	7	19	0
3	Paecilomyces lilacinus	3	112	10
3	Paecilomyces lilacinus	3	119	1
3	Paecilomyces lilacinus	3	119	2	0	0	0
3	Paecilomyces lilacinus	3	119	3	0	0	0
3	Paecilomyces lilacinus	3	119	4
3	Paecilomyces lilacinus	3	119	5	0	0	0
3	Paecilomyces lilacinus	3	119	6	0	3	0
3	Paecilomyces lilacinus	3	119	7	0	0	0
3	Paecilomyces lilacinus	3	119	8	0	4	0
3	Paecilomyces lilacinus	3	119	9	0	8	0
3	Paecilomyces lilacinus	3	119	10
3	Paecilomyces lilacinus	3	126	1
3	Paecilomyces lilacinus	3	126	2	0	0	0
3	Paecilomyces lilacinus	3	126	3	0	0	0
3	Paecilomyces lilacinus	3	126	4
3	Paecilomyces lilacinus	3	126	5	0	0	0
3	Paecilomyces lilacinus	3	126	6	0	0	0
3	Paecilomyces lilacinus	3	126	7	0	0	0
3	Paecilomyces lilacinus	3	126	8	0	0	0
3	Paecilomyces lilacinus	3	126	9	0	0	0
3	Paecilomyces lilacinus	3	126	10
3	Paecilomyces lilacinus	3	143	1
3	Paecilomyces lilacinus	3	143	2					72	13
3	Paecilomyces lilacinus	3	143	3					29	3
3	Paecilomyces lilacinus	3	143	4
3	Paecilomyces lilacinus	3	143	5					44	4
3	Paecilomyces lilacinus	3	143	6					36	6
3	Paecilomyces lilacinus	3	143	7					51	2
3	Paecilomyces lilacinus	3	143	8					180	5
3	Paecilomyces lilacinus	3	143	9					282	8
3	Paecilomyces lilacinus	3	143	10
3	Paecilomyces lilacinus	3	150	1
3	Paecilomyces lilacinus	3	150	2							13	0
3	Paecilomyces lilacinus	3	150	3							3	0
3	Paecilomyces lilacinus	3	150	4
3	Paecilomyces lilacinus	3	150	5							4	0
3	Paecilomyces lilacinus	3	150	6							6	0
3	Paecilomyces lilacinus	3	150	7							2	0
3	Paecilomyces lilacinus	3	150	8							3	2
3	Paecilomyces lilacinus	3	150	9							6	2
3	Paecilomyces lilacinus	3	150	10
5	Chemical control	3	49	1	0	0	0
5	Chemical control	3	49	2	0	0	0
5	Chemical control	3	49	3	0	0	0
5	Chemical control	3	49	4	0	0	0
5	Chemical control	3	49	5	0	0	1
5	Chemical control	3	49	6	0	0	0
5	Chemical control	3	49	7	0	0	0
5	Chemical control	3	49	8	0	0	0
5	Chemical control	3	49	9	0	0	0
5	Chemical control	3	49	10	0	0	0
5	Chemical control	3	56	1	0	0	0
5	Chemical control	3	56	2	0	0	0
5	Chemical control	3	56	3	0	0	0
5	Chemical control	3	56	4	0	0	0
5	Chemical control	3	56	5	0	0	0
5	Chemical control	3	56	6	0	0	0
5	Chemical control	3	56	7	0	0	0
5	Chemical control	3	56	8	0	0	0
5	Chemical control	3	56	9	0	0	0
5	Chemical control	3	56	10	0	0	0
5	Chemical control	3	63	1
5	Chemical control	3	63	2
5	Chemical control	3	63	3	0	0	0
5	Chemical control	3	63	4	0	0	0
5	Chemical control	3	63	5	0	0	0
5	Chemical control	3	63	6	0	0	0
5	Chemical control	3	63	7
5	Chemical control	3	63	8
5	Chemical control	3	63	9	18	0	0
5	Chemical control	3	63	10	13	0	0
5	Chemical control	3	70	1
5	Chemical control	3	70	2
5	Chemical control	3	70	3	0	0	0
5	Chemical control	3	70	4	0	0	0
5	Chemical control	3	70	5	0	0	0
5	Chemical control	3	70	6	0	0	0
5	Chemical control	3	70	7
5	Chemical control	3	70	8
5	Chemical control	3	70	9	0	3	2
5	Chemical control	3	70	10	0	0	0
5	Chemical control	3	77	1
5	Chemical control	3	77	2
5	Chemical control	3	77	3	0	0	0
5	Chemical control	3	77	4	8	0	0
5	Chemical control	3	77	5	8	0	1
5	Chemical control	3	77	6	0	0	0
5	Chemical control	3	77	7
5	Chemical control	3	77	8
5	Chemical control	3	77	9	7	0	0
5	Chemical control	3	77	10	0	0	0
5	Chemical control	3	84	1
5	Chemical control	3	84	2
5	Chemical control	3	84	3	0	0	0
5	Chemical control	3	84	4	0	0	0
5	Chemical control	3	84	5	0	0	1
5	Chemical control	3	84	6	0	0	0
5	Chemical control	3	84	7
5	Chemical control	3	84	8
5	Chemical control	3	84	9	4	0	1
5	Chemical control	3	84	10	1	0	2
5	Chemical control	3	91	1
5	Chemical control	3	91	2
5	Chemical control	3	91	3	0	0	0
5	Chemical control	3	91	4	0	0	0
5	Chemical control	3	91	5	0	0	0
5	Chemical control	3	91	6	0	0	0
5	Chemical control	3	91	7
5	Chemical control	3	91	8
5	Chemical control	3	91	9	2	0	0
5	Chemical control	3	91	10	0	0	1
5	Chemical control	3	98	1
5	Chemical control	3	98	2
5	Chemical control	3	98	3	3	0	0
5	Chemical control	3	98	4	0	0	0
5	Chemical control	3	98	5	10	3	0
5	Chemical control	3	98	6	2	0	0
5	Chemical control	3	98	7
5	Chemical control	3	98	8
5	Chemical control	3	98	9	12	0	2
5	Chemical control	3	98	10	5	0	3
5	Chemical control	3	105	1
5	Chemical control	3	105	2
5	Chemical control	3	105	3	0	0	0	0
5	Chemical control	3	105	4	0	0	0	0
5	Chemical control	3	105	5	0	0	0	1
5	Chemical control	3	105	6	0	0	1	0
5	Chemical control	3	105	7
5	Chemical control	3	105	8
5	Chemical control	3	105	9	0	0	0	0
5	Chemical control	3	105	10	0	0	0	0
5	Chemical control	3	112	1
5	Chemical control	3	112	2
5	Chemical control	3	112	3	0	0	0
5	Chemical control	3	112	4	0	0	0
5	Chemical control	3	112	5	0	0	0
5	Chemical control	3	112	6	0	0	0
5	Chemical control	3	112	7
5	Chemical control	3	112	8
5	Chemical control	3	112	9	0	0	0
5	Chemical control	3	112	10	0	0	0
5	Chemical control	3	119	1
5	Chemical control	3	119	2
5	Chemical control	3	119	3	0	0	0
5	Chemical control	3	119	4	0	0	0
5	Chemical control	3	119	5	0	0	0
5	Chemical control	3	119	6	0	0	0
5	Chemical control	3	119	7
5	Chemical control	3	119	8
5	Chemical control	3	119	9	0	0	0
5	Chemical control	3	119	10	0	0	0
5	Chemical control	3	126	1
5	Chemical control	3	126	2
5	Chemical control	3	126	3	0	0	0
5	Chemical control	3	126	4	0	0	0
5	Chemical control	3	126	5	0	0	0
5	Chemical control	3	126	6	0	0	0
5	Chemical control	3	126	7
5	Chemical control	3	126	8
5	Chemical control	3	126	9	0	0	0
5	Chemical control	3	126	10	0	0	0
5	Chemical control	3	143	1
5	Chemical control	3	143	2
5	Chemical control	3	143	3					273	7
5	Chemical control	3	143	4					786	13
5	Chemical control	3	143	5					62	4
5	Chemical control	3	143	6					195	9
5	Chemical control	3	143	7
5	Chemical control	3	143	8
5	Chemical control	3	143	9					368	13
5	Chemical control	3	143	10					561	11
5	Chemical control	3	150	1
5	Chemical control	3	150	2
5	Chemical control	3	150	3							1	6
5	Chemical control	3	150	4							8	5
5	Chemical control	3	150	5							4	0
5	Chemical control	3	150	6							8	1
5	Chemical control	3	150	7
5	Chemical control	3	150	8
5	Chemical control	3	150	9							3	10
5	Chemical control	3	150	10							3	8
4	Metarhizium anisopliae	3	49	1	0	0	0
4	Metarhizium anisopliae	3	49	2	0	0	0
4	Metarhizium anisopliae	3	49	3	0	0	0
4	Metarhizium anisopliae	3	49	4	0	0	0
4	Metarhizium anisopliae	3	49	5	0	0	0
4	Metarhizium anisopliae	3	49	6	0	0	0
4	Metarhizium anisopliae	3	49	7	0	0	0
4	Metarhizium anisopliae	3	49	8	0	0	0
4	Metarhizium anisopliae	3	49	9	1	0	0
4	Metarhizium anisopliae	3	49	10	0	0	0
4	Metarhizium anisopliae	3	56	1	7	0	0
4	Metarhizium anisopliae	3	56	2	0	0	0
4	Metarhizium anisopliae	3	56	3	0	0	0
4	Metarhizium anisopliae	3	56	4	0	0	0
4	Metarhizium anisopliae	3	56	5	0	0	0
4	Metarhizium anisopliae	3	56	6	0	0	0
4	Metarhizium anisopliae	3	56	7	0	0	0
4	Metarhizium anisopliae	3	56	8	0	0	0
4	Metarhizium anisopliae	3	56	9	0	0	0
4	Metarhizium anisopliae	3	56	10	31	0	1
4	Metarhizium anisopliae	3	63	1	0	0	0
4	Metarhizium anisopliae	3	63	2	9	0	2
4	Metarhizium anisopliae	3	63	3	6	0	0
4	Metarhizium anisopliae	3	63	4
4	Metarhizium anisopliae	3	63	5	0	0	0
4	Metarhizium anisopliae	3	63	6
4	Metarhizium anisopliae	3	63	7	0	0	0
4	Metarhizium anisopliae	3	63	8
4	Metarhizium anisopliae	3	63	9
4	Metarhizium anisopliae	3	63	10	6	0	0
4	Metarhizium anisopliae	3	70	1	0	0	0
4	Metarhizium anisopliae	3	70	2	0	0	0
4	Metarhizium anisopliae	3	70	3	0	0	0
4	Metarhizium anisopliae	3	70	4
4	Metarhizium anisopliae	3	70	5	0	0	0
4	Metarhizium anisopliae	3	70	6
4	Metarhizium anisopliae	3	70	7	0	0	0
4	Metarhizium anisopliae	3	70	8
4	Metarhizium anisopliae	3	70	9
4	Metarhizium anisopliae	3	70	10	0	0	1
4	Metarhizium anisopliae	3	77	1	10	0	0
4	Metarhizium anisopliae	3	77	2	13	0	0
4	Metarhizium anisopliae	3	77	3	16	3	0
4	Metarhizium anisopliae	3	77	4
4	Metarhizium anisopliae	3	77	5	0	0	0
4	Metarhizium anisopliae	3	77	6
4	Metarhizium anisopliae	3	77	7	0	3	0
4	Metarhizium anisopliae	3	77	8
4	Metarhizium anisopliae	3	77	9
4	Metarhizium anisopliae	3	77	10	0	2	0
4	Metarhizium anisopliae	3	84	1	0	13	0
4	Metarhizium anisopliae	3	84	2	0	4	0
4	Metarhizium anisopliae	3	84	3	0	0	0
4	Metarhizium anisopliae	3	84	4
4	Metarhizium anisopliae	3	84	5	0	0	0
4	Metarhizium anisopliae	3	84	6
4	Metarhizium anisopliae	3	84	7	0	6	0
4	Metarhizium anisopliae	3	84	8
4	Metarhizium anisopliae	3	84	9
4	Metarhizium anisopliae	3	84	10	0	17	2
4	Metarhizium anisopliae	3	91	1	14	10	0
4	Metarhizium anisopliae	3	91	2	17	2	0
4	Metarhizium anisopliae	3	91	3	6	0	0
4	Metarhizium anisopliae	3	91	4
4	Metarhizium anisopliae	3	91	5	0	0	0
4	Metarhizium anisopliae	3	91	6
4	Metarhizium anisopliae	3	91	7	12	8	0
4	Metarhizium anisopliae	3	91	8
4	Metarhizium anisopliae	3	91	9
4	Metarhizium anisopliae	3	91	10	0	21	0
4	Metarhizium anisopliae	3	98	1	96	135	3
4	Metarhizium anisopliae	3	98	2	74	35	5
4	Metarhizium anisopliae	3	98	3	86	23	1
4	Metarhizium anisopliae	3	98	4
4	Metarhizium anisopliae	3	98	5	30	0	2
4	Metarhizium anisopliae	3	98	6
4	Metarhizium anisopliae	3	98	7	0	0	0
4	Metarhizium anisopliae	3	98	8
4	Metarhizium anisopliae	3	98	9
4	Metarhizium anisopliae	3	98	10	12	25	1
4	Metarhizium anisopliae	3	105	1	0	83	0	1
4	Metarhizium anisopliae	3	105	2	0	55	0	1
4	Metarhizium anisopliae	3	105	3	3	45	0	1
4	Metarhizium anisopliae	3	105	4
4	Metarhizium anisopliae	3	105	5	0	38	0	1
4	Metarhizium anisopliae	3	105	6
4	Metarhizium anisopliae	3	105	7	0	0	0	0
4	Metarhizium anisopliae	3	105	8
4	Metarhizium anisopliae	3	105	9
4	Metarhizium anisopliae	3	105	10	0	35	0	1
4	Metarhizium anisopliae	3	112	1	0	0	0
4	Metarhizium anisopliae	3	112	2	0	8	0
4	Metarhizium anisopliae	3	112	3	0	33	0
4	Metarhizium anisopliae	3	112	4
4	Metarhizium anisopliae	3	112	5	0	70	0
4	Metarhizium anisopliae	3	112	6
4	Metarhizium anisopliae	3	112	7	0	65	0
4	Metarhizium anisopliae	3	112	8
4	Metarhizium anisopliae	3	112	9
4	Metarhizium anisopliae	3	112	10	0	60	0
4	Metarhizium anisopliae	3	119	1	0	0	0
4	Metarhizium anisopliae	3	119	2	0	0	0
4	Metarhizium anisopliae	3	119	3	0	0	0
4	Metarhizium anisopliae	3	119	4
4	Metarhizium anisopliae	3	119	5	0	0	0
4	Metarhizium anisopliae	3	119	6
4	Metarhizium anisopliae	3	119	7	0	26	0
4	Metarhizium anisopliae	3	119	8
4	Metarhizium anisopliae	3	119	9
4	Metarhizium anisopliae	3	119	10	0	18	0
4	Metarhizium anisopliae	3	126	1	0	0	0
4	Metarhizium anisopliae	3	126	2	0	0	0
4	Metarhizium anisopliae	3	126	3	0	0	0
4	Metarhizium anisopliae	3	126	4
4	Metarhizium anisopliae	3	126	5	0	0	0
4	Metarhizium anisopliae	3	126	6
4	Metarhizium anisopliae	3	126	7	0	4	0
4	Metarhizium anisopliae	3	126	8
4	Metarhizium anisopliae	3	126	9
4	Metarhizium anisopliae	3	126	10	0	3	0
4	Metarhizium anisopliae	3	143	1					222	5
4	Metarhizium anisopliae	3	143	2					95	2
4	Metarhizium anisopliae	3	143	3					340	5
4	Metarhizium anisopliae	3	143	4
4	Metarhizium anisopliae	3	143	5					21	3
4	Metarhizium anisopliae	3	143	6
4	Metarhizium anisopliae	3	143	7					113	5
4	Metarhizium anisopliae	3	143	8
4	Metarhizium anisopliae	3	143	9
4	Metarhizium anisopliae	3	143	10					195	4
4	Metarhizium anisopliae	3	150	1							5	0
4	Metarhizium anisopliae	3	150	2							1	1
4	Metarhizium anisopliae	3	150	3							4	1
4	Metarhizium anisopliae	3	150	4
4	Metarhizium anisopliae	3	150	5							3	0
4	Metarhizium anisopliae	3	150	6
4	Metarhizium anisopliae	3	150	7							3	2
4	Metarhizium anisopliae	3	150	8
4	Metarhizium anisopliae	3	150	9
4	Metarhizium anisopliae	3	150	10							3	1
2	Beauveria bassiana	3	49	1	0	0	0
2	Beauveria bassiana	3	49	2	0	0	0
2	Beauveria bassiana	3	49	3	0	0	0
2	Beauveria bassiana	3	49	4	0	0	0
2	Beauveria bassiana	3	49	5	0	0	0
2	Beauveria bassiana	3	49	6	0	0	0
2	Beauveria bassiana	3	49	7	0	0	0
2	Beauveria bassiana	3	49	8	0	0	0
2	Beauveria bassiana	3	49	9	0	0	0
2	Beauveria bassiana	3	49	10	0	0	1
2	Beauveria bassiana	3	56	1	0	0	0
2	Beauveria bassiana	3	56	2	0	0	0
2	Beauveria bassiana	3	56	3	0	0	0
2	Beauveria bassiana	3	56	4	0	0	0
2	Beauveria bassiana	3	56	5	0	0	0
2	Beauveria bassiana	3	56	6	0	0	0
2	Beauveria bassiana	3	56	7	0	0	0
2	Beauveria bassiana	3	56	8	0	0	0
2	Beauveria bassiana	3	56	9	0	0	0
2	Beauveria bassiana	3	56	10	0	0	0
2	Beauveria bassiana	3	63	1	5	0	0
2	Beauveria bassiana	3	63	2
2	Beauveria bassiana	3	63	3	1	0	0
2	Beauveria bassiana	3	63	4	1	0	0
2	Beauveria bassiana	3	63	5
2	Beauveria bassiana	3	63	6	0	0	0
2	Beauveria bassiana	3	63	7
2	Beauveria bassiana	3	63	8
2	Beauveria bassiana	3	63	9	0	0	0
2	Beauveria bassiana	3	63	10	0	0	0
2	Beauveria bassiana	3	70	1	0	3	0
2	Beauveria bassiana	3	70	2
2	Beauveria bassiana	3	70	3	0	0	0
2	Beauveria bassiana	3	70	4	0	0	0
2	Beauveria bassiana	3	70	5
2	Beauveria bassiana	3	70	6	0	0	0
2	Beauveria bassiana	3	70	7
2	Beauveria bassiana	3	70	8
2	Beauveria bassiana	3	70	9	1	0	0
2	Beauveria bassiana	3	70	10	0	0	0
2	Beauveria bassiana	3	77	1	55	0	0
2	Beauveria bassiana	3	77	2
2	Beauveria bassiana	3	77	3	0	0	0
2	Beauveria bassiana	3	77	4	16	2	0
2	Beauveria bassiana	3	77	5
2	Beauveria bassiana	3	77	6	0	9	0
2	Beauveria bassiana	3	77	7
2	Beauveria bassiana	3	77	8
2	Beauveria bassiana	3	77	9	24	6	2
2	Beauveria bassiana	3	77	10	0	1	0
2	Beauveria bassiana	3	84	1	0	18	0
2	Beauveria bassiana	3	84	2
2	Beauveria bassiana	3	84	3	37	3	2
2	Beauveria bassiana	3	84	4	0	0	0
2	Beauveria bassiana	3	84	5
2	Beauveria bassiana	3	84	6	0	0	0
2	Beauveria bassiana	3	84	7
2	Beauveria bassiana	3	84	8
2	Beauveria bassiana	3	84	9	0	10	0
2	Beauveria bassiana	3	84	10	0	1	0
2	Beauveria bassiana	3	91	1	40	17	1
2	Beauveria bassiana	3	91	2
2	Beauveria bassiana	3	91	3	61	10	0
2	Beauveria bassiana	3	91	4	0	2	0
2	Beauveria bassiana	3	91	5
2	Beauveria bassiana	3	91	6	0	0	0
2	Beauveria bassiana	3	91	7
2	Beauveria bassiana	3	91	8
2	Beauveria bassiana	3	91	9	4	13	1
2	Beauveria bassiana	3	91	10	0	0	0
2	Beauveria bassiana	3	98	1	8	24	1
2	Beauveria bassiana	3	98	2
2	Beauveria bassiana	3	98	3	35	26	0
2	Beauveria bassiana	3	98	4	8	3	0
2	Beauveria bassiana	3	98	5
2	Beauveria bassiana	3	98	6	16	3	0
2	Beauveria bassiana	3	98	7
2	Beauveria bassiana	3	98	8
2	Beauveria bassiana	3	98	9	26	30	0
2	Beauveria bassiana	3	98	10	18	16	0
2	Beauveria bassiana	3	105	1	0	15	0	1
2	Beauveria bassiana	3	105	2
2	Beauveria bassiana	3	105	3	0	28	0	1
2	Beauveria bassiana	3	105	4	0	0	0	1
2	Beauveria bassiana	3	105	5
2	Beauveria bassiana	3	105	6	0	53	0	0
2	Beauveria bassiana	3	105	7
2	Beauveria bassiana	3	105	8
2	Beauveria bassiana	3	105	9	0	90	0	0
2	Beauveria bassiana	3	105	10	0	45	0	1
2	Beauveria bassiana	3	112	1	0	10	0
2	Beauveria bassiana	3	112	2
2	Beauveria bassiana	3	112	3	0	25	0
2	Beauveria bassiana	3	112	4	0	0	0
2	Beauveria bassiana	3	112	5
2	Beauveria bassiana	3	112	6	0	25	0
2	Beauveria bassiana	3	112	7
2	Beauveria bassiana	3	112	8
2	Beauveria bassiana	3	112	9	0	80	0
2	Beauveria bassiana	3	112	10	0	23	0
2	Beauveria bassiana	3	119	1	0	17	1
2	Beauveria bassiana	3	119	2
2	Beauveria bassiana	3	119	3	0	16	0
2	Beauveria bassiana	3	119	4	0	0	0
2	Beauveria bassiana	3	119	5
2	Beauveria bassiana	3	119	6	0	13	0
2	Beauveria bassiana	3	119	7
2	Beauveria bassiana	3	119	8
2	Beauveria bassiana	3	119	9	0	13	0
2	Beauveria bassiana	3	119	10	0	0	0
2	Beauveria bassiana	3	126	1	0	15	0
2	Beauveria bassiana	3	126	2
2	Beauveria bassiana	3	126	3	0	0	0
2	Beauveria bassiana	3	126	4	0	0	0
2	Beauveria bassiana	3	126	5
2	Beauveria bassiana	3	126	6	0	11	0
2	Beauveria bassiana	3	126	7
2	Beauveria bassiana	3	126	8
2	Beauveria bassiana	3	126	9	0	14	0
2	Beauveria bassiana	3	126	10	0	25	0
2	Beauveria bassiana	3	143	1					340	10
2	Beauveria bassiana	3	143	2
2	Beauveria bassiana	3	143	3					31	3
2	Beauveria bassiana	3	143	4					338	7
2	Beauveria bassiana	3	143	5
2	Beauveria bassiana	3	143	6					59	3
2	Beauveria bassiana	3	143	7
2	Beauveria bassiana	3	143	8
2	Beauveria bassiana	3	143	9					67	4
2	Beauveria bassiana	3	143	10					215	4
2	Beauveria bassiana	3	150	1							6	4
2	Beauveria bassiana	3	150	2
2	Beauveria bassiana	3	150	3							3	0
2	Beauveria bassiana	3	150	4							0	7
2	Beauveria bassiana	3	150	5
2	Beauveria bassiana	3	150	6							2	1
2	Beauveria bassiana	3	150	7
2	Beauveria bassiana	3	150	8
2	Beauveria bassiana	3	150	9							4	0
2	Beauveria bassiana	3	150	10							2	2
1	Control	4	49	1	7	0	0
1	Control	4	49	2	11	0	0
1	Control	4	49	3	0	0	0
1	Control	4	49	4	0	0	0
1	Control	4	49	5	0	0	0
1	Control	4	49	6	0	0	0
1	Control	4	49	7	0	0	0
1	Control	4	49	8	0	0	0
1	Control	4	49	9	0	0	0
1	Control	4	49	10	0	0	0
1	Control	4	56	1	9	0	0
1	Control	4	56	2	0	0	0
1	Control	4	56	3	5	0	0
1	Control	4	56	4	0	0	0
1	Control	4	56	5	0	0	0
1	Control	4	56	6	0	0	0
1	Control	4	56	7	0	0	0
1	Control	4	56	8	0	0	0
1	Control	4	56	9	0	0	0
1	Control	4	56	10	0	0	0
1	Control	4	63	1	14	0	1
1	Control	4	63	2	7	0	0
1	Control	4	63	3
1	Control	4	63	4	15	0	0
1	Control	4	63	5	0	0	0
1	Control	4	63	6	0	0	0
1	Control	4	63	7	27	0	0
1	Control	4	63	8
1	Control	4	63	9
1	Control	4	63	10	0		0
1	Control	4	70	1	15	36	3
1	Control	4	70	2	9	0	2
1	Control	4	70	3
1	Control	4	70	4	0	0	0
1	Control	4	70	5	0	0	0
1	Control	4	70	6	0	0	0
1	Control	4	70	7	15	0	0
1	Control	4	70	8
1	Control	4	70	9
1	Control	4	70	10	0	0	0
1	Control	4	77	1	28	79	7
1	Control	4	77	2	1	0	0
1	Control	4	77	3
1	Control	4	77	4
1	Control	4	77	5	0	0	0
1	Control	4	77	6	0	0	0
1	Control	4	77	7	17	26	0
1	Control	4	77	8
1	Control	4	77	9
1	Control	4	77	10	0	10	0
1	Control	4	84	1	3	123	0
1	Control	4	84	2	0	0	0
1	Control	4	84	3
1	Control	4	84	4
1	Control	4	84	5	2	15	0
1	Control	4	84	6	0	72	2
1	Control	4	84	7
1	Control	4	84	8
1	Control	4	84	9
1	Control	4	84	10	0	62	0
1	Control	4	91	1	78	78	0
1	Control	4	91	2	0	0	0
1	Control	4	91	3
1	Control	4	91	4
1	Control	4	91	5	24	7	0
1	Control	4	91	6	91	12	0
1	Control	4	91	7
1	Control	4	91	8
1	Control	4	91	9
1	Control	4	91	10	0	64	1
1	Control	4	98	1	0	230	2
1	Control	4	98	2	0	0	0
1	Control	4	98	3
1	Control	4	98	4
1	Control	4	98	5	10	60	0
1	Control	4	98	6	6	0	0
1	Control	4	98	7
1	Control	4	98	8
1	Control	4	98	9
1	Control	4	98	10	0	0	0
1	Control	4	105	1	0	88	0	1
1	Control	4	105	2	0	0	0	1
1	Control	4	105	3
1	Control	4	105	4
1	Control	4	105	5	0	63	0	1
1	Control	4	105	6	0	69	0	1
1	Control	4	105	7
1	Control	4	105	8
1	Control	4	105	9
1	Control	4	105	10	0	52	0	1
1	Control	4	112	1	0	62	0
1	Control	4	112	2	0	0	0
1	Control	4	112	3
1	Control	4	112	4
1	Control	4	112	5	0	58	0
1	Control	4	112	6	0	46	0
1	Control	4	112	7
1	Control	4	112	8
1	Control	4	112	9
1	Control	4	112	10	0	42	0
1	Control	4	119	1	0	54	0
1	Control	4	119	2	0	0	0
1	Control	4	119	3
1	Control	4	119	4
1	Control	4	119	5	0	31	0
1	Control	4	119	6	0	0	0
1	Control	4	119	7
1	Control	4	119	8
1	Control	4	119	9
1	Control	4	119	10	0	0	0
1	Control	4	126	1	0	0	0
1	Control	4	126	2	0	0	0
1	Control	4	126	3
1	Control	4	126	4
1	Control	4	126	5	0	0	0
1	Control	4	126	6	0	9	0
1	Control	4	126	7
1	Control	4	126	8
1	Control	4	126	9
1	Control	4	126	10	0	30	0
1	Control	4	143	1					21	4
1	Control	4	143	2					5	1
1	Control	4	143	3
1	Control	4	143	4
1	Control	4	143	5					10	1
1	Control	4	143	6					55	1
1	Control	4	143	7
1	Control	4	143	8
1	Control	4	143	9
1	Control	4	143	10					30	3
1	Control	4	150	1							4	0
1	Control	4	150	2							1	0
1	Control	4	150	3
1	Control	4	150	4
1	Control	4	150	5							1	0
1	Control	4	150	6							1	0
1	Control	4	150	7
1	Control	4	150	8
1	Control	4	150	9
1	Control	4	150	10							1	2
2	Beauveria bassiana	4	49	1	0	0	0
2	Beauveria bassiana	4	49	2	0	0	0
2	Beauveria bassiana	4	49	3	0	0	0
2	Beauveria bassiana	4	49	4	0	0	0
2	Beauveria bassiana	4	49	5	2	0	1
2	Beauveria bassiana	4	49	6	0	0	0
2	Beauveria bassiana	4	49	7	0	0	0
2	Beauveria bassiana	4	49	8	22	0	0
2	Beauveria bassiana	4	49	9	0	0	0
2	Beauveria bassiana	4	49	10	0	0	0
2	Beauveria bassiana	4	56	1	0	0	0
2	Beauveria bassiana	4	56	2	0	0	0
2	Beauveria bassiana	4	56	3	0	0	0
2	Beauveria bassiana	4	56	4	0	0	0
2	Beauveria bassiana	4	56	5	0	0	0
2	Beauveria bassiana	4	56	6	0	0	0
2	Beauveria bassiana	4	56	7	0	0	0
2	Beauveria bassiana	4	56	8	34	0	0
2	Beauveria bassiana	4	56	9	0	0	0
2	Beauveria bassiana	4	56	10	0	0	0
2	Beauveria bassiana	4	63	1	0	0	0
2	Beauveria bassiana	4	63	2	13	0	1
2	Beauveria bassiana	4	63	3	0	0	0
2	Beauveria bassiana	4	63	4	7	0	0
2	Beauveria bassiana	4	63	5	0	0	0
2	Beauveria bassiana	4	63	6	0	0	0
2	Beauveria bassiana	4	63	7	0	0	0
2	Beauveria bassiana	4	63	8	0	0	3
2	Beauveria bassiana	4	63	9	35	0	0
2	Beauveria bassiana	4	63	10	0	0	1
2	Beauveria bassiana	4	70	1	0	0	0
2	Beauveria bassiana	4	70	2	0	0	0
2	Beauveria bassiana	4	70	3	0	0	0
2	Beauveria bassiana	4	70	4	0	0	0
2	Beauveria bassiana	4	70	5	0	8	0
2	Beauveria bassiana	4	70	6	0	0	0
2	Beauveria bassiana	4	70	7	0	0	0
2	Beauveria bassiana	4	70	8	0	11	1
2	Beauveria bassiana	4	70	9	1	10	0
2	Beauveria bassiana	4	70	10	0	0	1
2	Beauveria bassiana	4	77	1	0	0	0
2	Beauveria bassiana	4	77	2
2	Beauveria bassiana	4	77	3	12	0	0
2	Beauveria bassiana	4	77	4	0	0	0
2	Beauveria bassiana	4	77	5	12	16	0
2	Beauveria bassiana	4	77	6	17	3	0
2	Beauveria bassiana	4	77	7	0	0	0
2	Beauveria bassiana	4	77	8	42	7	0
2	Beauveria bassiana	4	77	9	28	0	0
2	Beauveria bassiana	4	77	10	5	3	0
2	Beauveria bassiana	4	84	1	0	0	0
2	Beauveria bassiana	4	84	2
2	Beauveria bassiana	4	84	3	6	0	1
2	Beauveria bassiana	4	84	4	15	42	0
2	Beauveria bassiana	4	84	5	8	20	1
2	Beauveria bassiana	4	84	6	3	12	2
2	Beauveria bassiana	4	84	7	0	0	0
2	Beauveria bassiana	4	84	8	12	21	3
2	Beauveria bassiana	4	84	9	46	14	2
2	Beauveria bassiana	4	84	10	27	21	2
2	Beauveria bassiana	4	91	1	0	0	0
2	Beauveria bassiana	4	91	2
2	Beauveria bassiana	4	91	3	11	0	0
2	Beauveria bassiana	4	91	4	12	18	1
2	Beauveria bassiana	4	91	5	4	54	0
2	Beauveria bassiana	4	91	6	0	61	0
2	Beauveria bassiana	4	91	7	14	0	2
2	Beauveria bassiana	4	91	8	61	12	0
2	Beauveria bassiana	4	91	9	24	15	1
2	Beauveria bassiana	4	91	10	42	46	0
2	Beauveria bassiana	4	98	1	19	2	0
2	Beauveria bassiana	4	98	2
2	Beauveria bassiana	4	98	3	140	0	3
2	Beauveria bassiana	4	98	4	20	3	1
2	Beauveria bassiana	4	98	5	19	9	2
2	Beauveria bassiana	4	98	6	45	0	0
2	Beauveria bassiana	4	98	7	0	0	0
2	Beauveria bassiana	4	98	8	52	23	1
2	Beauveria bassiana	4	98	9	100	25	2
2	Beauveria bassiana	4	98	10	50	23	1
2	Beauveria bassiana	4	105	1	0	0	0	1
2	Beauveria bassiana	4	105	2
2	Beauveria bassiana	4	105	3	0	52	0	0
2	Beauveria bassiana	4	105	4	0	64	0	1
2	Beauveria bassiana	4	105	5	0	58	0	1
2	Beauveria bassiana	4	105	6	0	36	0	1
2	Beauveria bassiana	4	105	7	0	0	0	0
2	Beauveria bassiana	4	105	8	0	0	0	1
2	Beauveria bassiana	4	105	9	0	26	0	1
2	Beauveria bassiana	4	105	10	0	33	0	1
2	Beauveria bassiana	4	112	1	0	0	0
2	Beauveria bassiana	4	112	2
2	Beauveria bassiana	4	112	3	0	38	0
2	Beauveria bassiana	4	112	4	0	41	0
2	Beauveria bassiana	4	112	5	0	10	0
2	Beauveria bassiana	4	112	6	0	15	0
2	Beauveria bassiana	4	112	7	0	0	0
2	Beauveria bassiana	4	112	8	0	0	0
2	Beauveria bassiana	4	112	9	0	17	0
2	Beauveria bassiana	4	112	10	0	38	0
2	Beauveria bassiana	4	119	1	0	0	0
2	Beauveria bassiana	4	119	2
2	Beauveria bassiana	4	119	3	0	4	0
2	Beauveria bassiana	4	119	4	1	13	0
2	Beauveria bassiana	4	119	5	0	24	0
2	Beauveria bassiana	4	119	6	0	8	0
2	Beauveria bassiana	4	119	7	0	0	0
2	Beauveria bassiana	4	119	8	0	0	0
2	Beauveria bassiana	4	119	9	0	1	0
2	Beauveria bassiana	4	119	10	0	2	0
2	Beauveria bassiana	4	126	1	0	0	0
2	Beauveria bassiana	4	126	2
2	Beauveria bassiana	4	126	3	0	0	0
2	Beauveria bassiana	4	126	4	14	16	0
2	Beauveria bassiana	4	126	5	0	0	0
2	Beauveria bassiana	4	126	6	0	20	0
2	Beauveria bassiana	4	126	7	0	0	0
2	Beauveria bassiana	4	126	8	0	0	0
2	Beauveria bassiana	4	126	9	0	0	0
2	Beauveria bassiana	4	126	10	0	0	0
2	Beauveria bassiana	4	143	1					54	2
2	Beauveria bassiana	4	143	2
2	Beauveria bassiana	4	143	3					88	5
2	Beauveria bassiana	4	143	4					149	8
2	Beauveria bassiana	4	143	5					151	9
2	Beauveria bassiana	4	143	6					15	4
2	Beauveria bassiana	4	143	7					41	3
2	Beauveria bassiana	4	143	8					205	10
2	Beauveria bassiana	4	143	9					39	3
2	Beauveria bassiana	4	143	10					59	5
2	Beauveria bassiana	4	150	1							1	1
2	Beauveria bassiana	4	150	2
2	Beauveria bassiana	4	150	3							5	0
2	Beauveria bassiana	4	150	4							7	1
2	Beauveria bassiana	4	150	5							7	2
2	Beauveria bassiana	4	150	6							1	3
2	Beauveria bassiana	4	150	7							1	2
2	Beauveria bassiana	4	150	8							6	4
2	Beauveria bassiana	4	150	9							3	0
2	Beauveria bassiana	4	150	10							5	0
4	Metarhizium anisopliae	4	49	1	0	0	0
4	Metarhizium anisopliae	4	49	2	0	0	0
4	Metarhizium anisopliae	4	49	3	0	0	0
4	Metarhizium anisopliae	4	49	4	0	0	0
4	Metarhizium anisopliae	4	49	5	0	0	0
4	Metarhizium anisopliae	4	49	6	0	0	0
4	Metarhizium anisopliae	4	49	7	0	0	0
4	Metarhizium anisopliae	4	49	8	0	0	0
4	Metarhizium anisopliae	4	49	9	0	0	0
4	Metarhizium anisopliae	4	49	10	0	0	0
4	Metarhizium anisopliae	4	56	1	0	0	0
4	Metarhizium anisopliae	4	56	2	0	0	0
4	Metarhizium anisopliae	4	56	3	0	0	0
4	Metarhizium anisopliae	4	56	4	1	0	0
4	Metarhizium anisopliae	4	56	5	3	0	1
4	Metarhizium anisopliae	4	56	6	15	0	0
4	Metarhizium anisopliae	4	56	7	0	0	0
4	Metarhizium anisopliae	4	56	8	0	0	0
4	Metarhizium anisopliae	4	56	9	0	0	0
4	Metarhizium anisopliae	4	56	10	0	0	0
4	Metarhizium anisopliae	4	63	1	3	0	1
4	Metarhizium anisopliae	4	63	2	14	0	1
4	Metarhizium anisopliae	4	63	3	17	0	0
4	Metarhizium anisopliae	4	63	4	1	0	0
4	Metarhizium anisopliae	4	63	5	2	0	0
4	Metarhizium anisopliae	4	63	6	2	0	0
4	Metarhizium anisopliae	4	63	7	0	0	0
4	Metarhizium anisopliae	4	63	8	0	0	0
4	Metarhizium anisopliae	4	63	9
4	Metarhizium anisopliae	4	63	10
4	Metarhizium anisopliae	4	70	1	0	6	0
4	Metarhizium anisopliae	4	70	2	0	0	0
4	Metarhizium anisopliae	4	70	3	0	0	0
4	Metarhizium anisopliae	4	70	4	0	0	0
4	Metarhizium anisopliae	4	70	5	4	0	0
4	Metarhizium anisopliae	4	70	6	0	21	0
4	Metarhizium anisopliae	4	70	7	0	30	1
4	Metarhizium anisopliae	4	70	8	0	0	1
4	Metarhizium anisopliae	4	70	9
4	Metarhizium anisopliae	4	70	10
4	Metarhizium anisopliae	4	77	1	0	0	0
4	Metarhizium anisopliae	4	77	2	0	4	1
4	Metarhizium anisopliae	4	77	3	0	2	0
4	Metarhizium anisopliae	4	77	4	0	3	0
4	Metarhizium anisopliae	4	77	5
4	Metarhizium anisopliae	4	77	6	0	1	0
4	Metarhizium anisopliae	4	77	7	25	17	0
4	Metarhizium anisopliae	4	77	8	6	0	0
4	Metarhizium anisopliae	4	77	9
4	Metarhizium anisopliae	4	77	10
4	Metarhizium anisopliae	4	84	1	0	0	1
4	Metarhizium anisopliae	4	84	2	0	10	0
4	Metarhizium anisopliae	4	84	3	0	21	0
4	Metarhizium anisopliae	4	84	4	0	0	0
4	Metarhizium anisopliae	4	84	5
4	Metarhizium anisopliae	4	84	6	0	9	0
4	Metarhizium anisopliae	4	84	7	0	8	0
4	Metarhizium anisopliae	4	84	8	0	0	0
4	Metarhizium anisopliae	4	84	9
4	Metarhizium anisopliae	4	84	10
4	Metarhizium anisopliae	4	91	1	0	0	0
4	Metarhizium anisopliae	4	91	2	0	5	0
4	Metarhizium anisopliae	4	91	3	0	13	0
4	Metarhizium anisopliae	4	91	4	0	0	1
4	Metarhizium anisopliae	4	91	5
4	Metarhizium anisopliae	4	91	6	0	2	0
4	Metarhizium anisopliae	4	91	7	0	9	0
4	Metarhizium anisopliae	4	91	8	0	0	0
4	Metarhizium anisopliae	4	91	9
4	Metarhizium anisopliae	4	91	10
4	Metarhizium anisopliae	4	98	1
4	Metarhizium anisopliae	4	98	2	45	22	3
4	Metarhizium anisopliae	4	98	3	13	28	0
4	Metarhizium anisopliae	4	98	4
4	Metarhizium anisopliae	4	98	5
4	Metarhizium anisopliae	4	98	6	0	5	0
4	Metarhizium anisopliae	4	98	7	16	8	0
4	Metarhizium anisopliae	4	98	8	3	11	0
4	Metarhizium anisopliae	4	98	9
4	Metarhizium anisopliae	4	98	10
4	Metarhizium anisopliae	4	105	1
4	Metarhizium anisopliae	4	105	2	0	44	0	0
4	Metarhizium anisopliae	4	105	3	0	32	0	1
4	Metarhizium anisopliae	4	105	4
4	Metarhizium anisopliae	4	105	5
4	Metarhizium anisopliae	4	105	6	0	52	0	0
4	Metarhizium anisopliae	4	105	7	0	38	0	0
4	Metarhizium anisopliae	4	105	8	0	43	0	0
4	Metarhizium anisopliae	4	105	9
4	Metarhizium anisopliae	4	105	10
4	Metarhizium anisopliae	4	112	1
4	Metarhizium anisopliae	4	112	2	0	40	0
4	Metarhizium anisopliae	4	112	3	0	20	0
4	Metarhizium anisopliae	4	112	4
4	Metarhizium anisopliae	4	112	5
4	Metarhizium anisopliae	4	112	6	0	48	0
4	Metarhizium anisopliae	4	112	7	0	40	0
4	Metarhizium anisopliae	4	112	8	0	26	0
4	Metarhizium anisopliae	4	112	9
4	Metarhizium anisopliae	4	112	10
4	Metarhizium anisopliae	4	119	1
4	Metarhizium anisopliae	4	119	2	0	4	0
4	Metarhizium anisopliae	4	119	3	0	6	0
4	Metarhizium anisopliae	4	119	4
4	Metarhizium anisopliae	4	119	5
4	Metarhizium anisopliae	4	119	6	0	4	0
4	Metarhizium anisopliae	4	119	7	0	0	0
4	Metarhizium anisopliae	4	119	8	0	0	0
4	Metarhizium anisopliae	4	119	9
4	Metarhizium anisopliae	4	119	10
4	Metarhizium anisopliae	4	126	1
4	Metarhizium anisopliae	4	126	2	0	2	0
4	Metarhizium anisopliae	4	126	3	0	6	0
4	Metarhizium anisopliae	4	126	4
4	Metarhizium anisopliae	4	126	5
4	Metarhizium anisopliae	4	126	6	0	0	0
4	Metarhizium anisopliae	4	126	7	0	0	0
4	Metarhizium anisopliae	4	126	8	0	0	0
4	Metarhizium anisopliae	4	126	9
4	Metarhizium anisopliae	4	126	10
4	Metarhizium anisopliae	4	143	1
4	Metarhizium anisopliae	4	143	2					143	7
4	Metarhizium anisopliae	4	143	3					54	4
4	Metarhizium anisopliae	4	143	4
4	Metarhizium anisopliae	4	143	5
4	Metarhizium anisopliae	4	143	6					25	4
4	Metarhizium anisopliae	4	143	7					120	3
4	Metarhizium anisopliae	4	143	8					261	10
4	Metarhizium anisopliae	4	143	9
4	Metarhizium anisopliae	4	143	10
4	Metarhizium anisopliae	4	150	1
4	Metarhizium anisopliae	4	150	2							4	3
4	Metarhizium anisopliae	4	150	3							2	2
4	Metarhizium anisopliae	4	150	4
4	Metarhizium anisopliae	4	150	5
4	Metarhizium anisopliae	4	150	6							2	2
4	Metarhizium anisopliae	4	150	7							1	2
4	Metarhizium anisopliae	4	150	8							1	9
4	Metarhizium anisopliae	4	150	9
4	Metarhizium anisopliae	4	150	10
3	Paecilomyces lilacinus	4	49	1	0	0	0
3	Paecilomyces lilacinus	4	49	2	8	0	0
3	Paecilomyces lilacinus	4	49	3	0	0	0
3	Paecilomyces lilacinus	4	49	4	0	0	0
3	Paecilomyces lilacinus	4	49	5	0	0	0
3	Paecilomyces lilacinus	4	49	6	0	0	0
3	Paecilomyces lilacinus	4	49	7	1	0	0
3	Paecilomyces lilacinus	4	49	8	1	0	0
3	Paecilomyces lilacinus	4	49	9	0	0	0
3	Paecilomyces lilacinus	4	49	10	0	0	0
3	Paecilomyces lilacinus	4	56	1	0	0	0
3	Paecilomyces lilacinus	4	56	2	18	0	0
3	Paecilomyces lilacinus	4	56	3	6	0	1
3	Paecilomyces lilacinus	4	56	4	0	0	0
3	Paecilomyces lilacinus	4	56	5	31	0	0
3	Paecilomyces lilacinus	4	56	6	0	0	0
3	Paecilomyces lilacinus	4	56	7	0	0	0
3	Paecilomyces lilacinus	4	56	8	0	0	0
3	Paecilomyces lilacinus	4	56	9	0	0	0
3	Paecilomyces lilacinus	4	56	10	8	0	0
3	Paecilomyces lilacinus	4	63	1	0	0	0
3	Paecilomyces lilacinus	4	63	2
3	Paecilomyces lilacinus	4	63	3	4	0	0
3	Paecilomyces lilacinus	4	63	4	0	0	0
3	Paecilomyces lilacinus	4	63	5	7	0	0
3	Paecilomyces lilacinus	4	63	6	3	0	0
3	Paecilomyces lilacinus	4	63	7
3	Paecilomyces lilacinus	4	63	8
3	Paecilomyces lilacinus	4	63	9
3	Paecilomyces lilacinus	4	63	10	19	0	0
3	Paecilomyces lilacinus	4	70	1	2	50	0
3	Paecilomyces lilacinus	4	70	2
3	Paecilomyces lilacinus	4	70	3	0	12	0
3	Paecilomyces lilacinus	4	70	4	0	0	0
3	Paecilomyces lilacinus	4	70	5	0	34	0
3	Paecilomyces lilacinus	4	70	6	0	9	0
3	Paecilomyces lilacinus	4	70	7
3	Paecilomyces lilacinus	4	70	8
3	Paecilomyces lilacinus	4	70	9
3	Paecilomyces lilacinus	4	70	10	0	0	0
3	Paecilomyces lilacinus	4	77	1	6	3	0
3	Paecilomyces lilacinus	4	77	2
3	Paecilomyces lilacinus	4	77	3	7	0	0
3	Paecilomyces lilacinus	4	77	4	0	0	0
3	Paecilomyces lilacinus	4	77	5	0	0	0
3	Paecilomyces lilacinus	4	77	6	0	4	0
3	Paecilomyces lilacinus	4	77	7
3	Paecilomyces lilacinus	4	77	8
3	Paecilomyces lilacinus	4	77	9
3	Paecilomyces lilacinus	4	77	10
3	Paecilomyces lilacinus	4	84	1	32	7	3
3	Paecilomyces lilacinus	4	84	2
3	Paecilomyces lilacinus	4	84	3	1	0	0
3	Paecilomyces lilacinus	4	84	4	0	0	0
3	Paecilomyces lilacinus	4	84	5	33	2	0
3	Paecilomyces lilacinus	4	84	6	13	1	1
3	Paecilomyces lilacinus	4	84	7
3	Paecilomyces lilacinus	4	84	8
3	Paecilomyces lilacinus	4	84	9
3	Paecilomyces lilacinus	4	84	10
3	Paecilomyces lilacinus	4	91	1	57	21	0
3	Paecilomyces lilacinus	4	91	2
3	Paecilomyces lilacinus	4	91	3	0	4	0
3	Paecilomyces lilacinus	4	91	4	0	0	0
3	Paecilomyces lilacinus	4	91	5	45	68	1
3	Paecilomyces lilacinus	4	91	6	27	42	0
3	Paecilomyces lilacinus	4	91	7
3	Paecilomyces lilacinus	4	91	8
3	Paecilomyces lilacinus	4	91	9
3	Paecilomyces lilacinus	4	91	10
3	Paecilomyces lilacinus	4	98	1	0	28	0
3	Paecilomyces lilacinus	4	98	2
3	Paecilomyces lilacinus	4	98	3	3	4	0
3	Paecilomyces lilacinus	4	98	4	8	0	1
3	Paecilomyces lilacinus	4	98	5	40	12	1
3	Paecilomyces lilacinus	4	98	6	40	8	1
3	Paecilomyces lilacinus	4	98	7
3	Paecilomyces lilacinus	4	98	8
3	Paecilomyces lilacinus	4	98	9
3	Paecilomyces lilacinus	4	98	10
3	Paecilomyces lilacinus	4	105	1	0	5	0	1
3	Paecilomyces lilacinus	4	105	2
3	Paecilomyces lilacinus	4	105	3	0	8	0	0
3	Paecilomyces lilacinus	4	105	4	0	12	0	0
3	Paecilomyces lilacinus	4	105	5	0	10	0	1
3	Paecilomyces lilacinus	4	105	6	0	7	0	1
3	Paecilomyces lilacinus	4	105	7
3	Paecilomyces lilacinus	4	105	8
3	Paecilomyces lilacinus	4	105	9
3	Paecilomyces lilacinus	4	105	10
3	Paecilomyces lilacinus	4	112	1	0	6	0
3	Paecilomyces lilacinus	4	112	2
3	Paecilomyces lilacinus	4	112	3	0	6	0
3	Paecilomyces lilacinus	4	112	4	0	13	0
3	Paecilomyces lilacinus	4	112	5	0	15	0
3	Paecilomyces lilacinus	4	112	6	0	4	0
3	Paecilomyces lilacinus	4	112	7
3	Paecilomyces lilacinus	4	112	8
3	Paecilomyces lilacinus	4	112	9
3	Paecilomyces lilacinus	4	112	10
3	Paecilomyces lilacinus	4	119	1	0	0	0
3	Paecilomyces lilacinus	4	119	2
3	Paecilomyces lilacinus	4	119	3	0	0	0
3	Paecilomyces lilacinus	4	119	4	0	0	0
3	Paecilomyces lilacinus	4	119	5	0	10	0
3	Paecilomyces lilacinus	4	119	6	0	7	0
3	Paecilomyces lilacinus	4	119	7
3	Paecilomyces lilacinus	4	119	8
3	Paecilomyces lilacinus	4	119	9
3	Paecilomyces lilacinus	4	119	10
3	Paecilomyces lilacinus	4	126	1	0	0	0
3	Paecilomyces lilacinus	4	126	2
3	Paecilomyces lilacinus	4	126	3	0	6	0
3	Paecilomyces lilacinus	4	126	4	0	1	0
3	Paecilomyces lilacinus	4	126	5	0	13	0
3	Paecilomyces lilacinus	4	126	6	0	0	0
3	Paecilomyces lilacinus	4	126	7
3	Paecilomyces lilacinus	4	126	8
3	Paecilomyces lilacinus	4	126	9
3	Paecilomyces lilacinus	4	126	10
3	Paecilomyces lilacinus	4	143	1					9	1
3	Paecilomyces lilacinus	4	143	2
3	Paecilomyces lilacinus	4	143	3					360	3
3	Paecilomyces lilacinus	4	143	4					269	4
3	Paecilomyces lilacinus	4	143	5					33	4
3	Paecilomyces lilacinus	4	143	6					19	3
3	Paecilomyces lilacinus	4	143	7
3	Paecilomyces lilacinus	4	143	8
3	Paecilomyces lilacinus	4	143	9
3	Paecilomyces lilacinus	4	143	10
3	Paecilomyces lilacinus	4	150	1							1	0
3	Paecilomyces lilacinus	4	150	2
3	Paecilomyces lilacinus	4	150	3							1	2
3	Paecilomyces lilacinus	4	150	4							2	2
3	Paecilomyces lilacinus	4	150	5							4	0
3	Paecilomyces lilacinus	4	150	6							3	0
3	Paecilomyces lilacinus	4	150	7
3	Paecilomyces lilacinus	4	150	8
3	Paecilomyces lilacinus	4	150	9
3	Paecilomyces lilacinus	4	150	10
5	Chemical control	4	49	1	0	0	0
5	Chemical control	4	49	2	0	0	0
5	Chemical control	4	49	3	2	0	0
5	Chemical control	4	49	4	31	0	1
5	Chemical control	4	49	5	0	0	1
5	Chemical control	4	49	6	0	0	1
5	Chemical control	4	49	7	16	0	0
5	Chemical control	4	49	8	0	0	0
5	Chemical control	4	49	9	0	0	0
5	Chemical control	4	49	10	78	0	2
5	Chemical control	4	56	1	0	0	0
5	Chemical control	4	56	2	0	0	0
5	Chemical control	4	56	3	0	0	0
5	Chemical control	4	56	4	5	0	0
5	Chemical control	4	56	5	0	0	0
5	Chemical control	4	56	6	0	0	0
5	Chemical control	4	56	7	0	0	0
5	Chemical control	4	56	8	0	0	0
5	Chemical control	4	56	9	0	0	0
5	Chemical control	4	56	10	2	0	0
5	Chemical control	4	63	1	0	0	0
5	Chemical control	4	63	2	0	0	0
5	Chemical control	4	63	3	0	0	0
5	Chemical control	4	63	4	0	0	0
5	Chemical control	4	63	5	0	0	0
5	Chemical control	4	63	6	0	0	0
5	Chemical control	4	63	7	0	0	0
5	Chemical control	4	63	8	0	0	0
5	Chemical control	4	63	9	0	0	0
5	Chemical control	4	63	10
5	Chemical control	4	70	1	0	0	0
5	Chemical control	4	70	2	0	0	0
5	Chemical control	4	70	3	0	0	1
5	Chemical control	4	70	4	0	0	0
5	Chemical control	4	70	5	0	0	0
5	Chemical control	4	70	6	0	0	0
5	Chemical control	4	70	7	0	0	0
5	Chemical control	4	70	8	0	0	0
5	Chemical control	4	70	9	0	0	0
5	Chemical control	4	70	10
5	Chemical control	4	77	1	0	0	0
5	Chemical control	4	77	2	0	0	0
5	Chemical control	4	77	3	0	0	0
5	Chemical control	4	77	4	0	0	0
5	Chemical control	4	77	5	0	0	0
5	Chemical control	4	77	6	0	0	0
5	Chemical control	4	77	7	0	0	0
5	Chemical control	4	77	8	0	0	0
5	Chemical control	4	77	9	0	0	0
5	Chemical control	4	77	10
5	Chemical control	4	84	1	0	0	0
5	Chemical control	4	84	2	0	0	0
5	Chemical control	4	84	3
5	Chemical control	4	84	4
5	Chemical control	4	84	5	0	0	0
5	Chemical control	4	84	6	0	0	0
5	Chemical control	4	84	7	0	0	0
5	Chemical control	4	84	8	0	0	0
5	Chemical control	4	84	9	0	0	0
5	Chemical control	4	84	10
5	Chemical control	4	91	1	0	0	0
5	Chemical control	4	91	2	0	0	0
5	Chemical control	4	91	3
5	Chemical control	4	91	4
5	Chemical control	4	91	5	0	0	1
5	Chemical control	4	91	6	0	0	0
5	Chemical control	4	91	7	4	0	0
5	Chemical control	4	91	8	0	0	0
5	Chemical control	4	91	9	0	0	0
5	Chemical control	4	91	10
5	Chemical control	4	98	1	1	0	0
5	Chemical control	4	98	2	25	0	0
5	Chemical control	4	98	3
5	Chemical control	4	98	4
5	Chemical control	4	98	5	0	0	0
5	Chemical control	4	98	6	2	0	1
5	Chemical control	4	98	7	0	0	0
5	Chemical control	4	98	8	0	0	0
5	Chemical control	4	98	9	0	0	0
5	Chemical control	4	98	10
5	Chemical control	4	105	1	0	0	0	0
5	Chemical control	4	105	2	0	0	2	1
5	Chemical control	4	105	3
5	Chemical control	4	105	4
5	Chemical control	4	105	5	0	0	0	0
5	Chemical control	4	105	6	0	0	0	0
5	Chemical control	4	105	7	0	0	0	0
5	Chemical control	4	105	8	0	0	1	0
5	Chemical control	4	105	9	0	0	0	0
5	Chemical control	4	105	10
5	Chemical control	4	112	1	0	0	0
5	Chemical control	4	112	2	0	0	0
5	Chemical control	4	112	3
5	Chemical control	4	112	4
5	Chemical control	4	112	5	0	0	0
5	Chemical control	4	112	6	0	0	0
5	Chemical control	4	112	7	0	0	0
5	Chemical control	4	112	8	0	0	0
5	Chemical control	4	112	9	0	0	0
5	Chemical control	4	112	10
5	Chemical control	4	119	1	0	0	0
5	Chemical control	4	119	2	0	0	0
5	Chemical control	4	119	3
5	Chemical control	4	119	4
5	Chemical control	4	119	5	0	0	0
5	Chemical control	4	119	6	0	0	0
5	Chemical control	4	119	7	0	0	0
5	Chemical control	4	119	8	0	0	0
5	Chemical control	4	119	9	0	0	0
5	Chemical control	4	119	10
5	Chemical control	4	126	1	0	0	0
5	Chemical control	4	126	2	0	0	0
5	Chemical control	4	126	3
5	Chemical control	4	126	4
5	Chemical control	4	126	5	0	0	0
5	Chemical control	4	126	6	0	0	0
5	Chemical control	4	126	7	0	0	0
5	Chemical control	4	126	8	0	0	0
5	Chemical control	4	126	9	0	0	0
5	Chemical control	4	126	10
5	Chemical control	4	143	1					138	2
5	Chemical control	4	143	2					36	3
5	Chemical control	4	143	3
5	Chemical control	4	143	4
5	Chemical control	4	143	5					116	4
5	Chemical control	4	143	6					1236	18
5	Chemical control	4	143	7					782	16
5	Chemical control	4	143	8					820	17
5	Chemical control	4	143	9					567	9
5	Chemical control	4	143	10
5	Chemical control	4	150	1							2	0
5	Chemical control	4	150	2							3	0
5	Chemical control	4	150	3
5	Chemical control	4	150	4
5	Chemical control	4	150	5							3	1
5	Chemical control	4	150	6							11	7
5	Chemical control	4	150	7							15	1
5	Chemical control	4	150	8							15	2
5	Chemical control	4	150	9							5	4
5	Chemical control	4	150	10

3 Data summary

Summary of the number of data points recorded for each treatment and evaluated variable.

sm <- data %>%
  group_by(Tipo.de.control) %>%
  summarise(across(ndh:nts, ~ sum(!is.na(.))))

sm
## # A tibble: 5 × 9
##   Tipo.de.control          ndh   ndn   nda   npm   ppp   ntp   ntz   nts
##   <fct>                  <int> <int> <int> <int> <int> <int> <int> <int>
## 1 Beauveria bassiana       385   385   385    29    29    29    29    29
## 2 Chemical control         369   371   369    28    28    28    28    28
## 3 Metarhizium anisopliae   346   346   346    24    24    24    24    24
## 4 Paecilomyces lilacinus   339   339   339    25    25    25    25    25
## 5 Control                  316   315   316    22    22    22    22    22

summary <- data %>%
  group_by(Tipo.de.control) %>%
  summarise(
    ndh_sum = sum(ndh[ndh > 0], na.rm = TRUE),
    ndn_sum = sum(ndn[ndn > 0], na.rm = TRUE),
    nda_sum = sum(nda[nda > 0], na.rm = TRUE)
  )

summary %>% kable(align = 'c')

Tipo.de.control	ndh_sum	ndn_sum	nda_sum
Beauveria bassiana	2614	2757	101
Chemical control	494	124	33
Metarhizium anisopliae	1306	2680	157
Paecilomyces lilacinus	939	1091	44
Control	1724	6465	81

summary %>%
  write_sheet(ss = gs, sheet = "tb1")

4 Meteorological data

Climatic conditions of the study area located in the Quispampa Bajo, Huancabamba district, Huancabamba province, Piura region.

met <- range_read(ss = gs, sheet = "clima") %>%
  mutate(date = as_date(Fecha))

scale <- 3

fechas_evento <- as.Date(c("2024-10-28", "2024-11-04", "2024-11-11",
                           "2024-11-18", "2024-11-25", "2024-12-02",
                           "2024-12-09", "2024-12-16", "2024-12-23",
                           "2024-12-30", "2025-01-06", "2025-01-13"))

eventos_df <- data.frame(
  date = fechas_evento,
  label = seq_along(fechas_evento)
)

plot <- met %>%
  ggplot(aes(x = date)) +
  geom_line(aes(y = TMax, color = "Tmax (°C)"), size = 0.8, linetype = "longdash") +
  geom_line(aes(y = TMin, color = "Tmin (°C)"), size = 0.8, linetype = "dotted") +
  geom_bar(aes(y = PP / scale),
    stat = "identity", size = .1, fill = "blue", color = "black", alpha = .4
  ) +
  geom_line(aes(y = HR / scale, color = "HR (%)"), size = 0.8, linetype = "twodash") +
   geom_vline(xintercept = as.numeric(fechas_evento),
             color = "#572364", linetype = "solid", size = 0.7) +
  geom_line(aes(y = NA, color = "Treatment application")) +
  geom_text(data = eventos_df,
            aes(x = date, y = 48, label = label),
            color = "#572364", angle = 90, vjust = -0.5, size = 3.5, fontface = "bold") +
  scale_color_manual("", values = c("HR (%)" = "skyblue",
      "Tmax (°C)" = "red",
      "Tmin (°C)" = "blue",
      "Treatment application" = "#572364")) +
  scale_y_continuous(
    limits = c(0, 50),
    expand = c(0, 0),
    name = "Temperature (°C)",
    sec.axis = sec_axis(~ . * scale, name = "Precipitation (mm)")
  ) +
  scale_x_date(date_breaks = "7 day", date_labels = "%d-%b", name = NULL) +
  theme_minimal_grid() +
  theme(legend.position = "top") +
  theme(axis.text.x = element_text(angle = 45, hjust = 1))

plot %>%
  ggsave2(
    plot = ., "article/clima.jpg", units = "cm",
    width = 25, height = 15
  )

knitr::include_graphics("article/clima.jpg")

5 Objetives

5.1 Specific Objective 1

To evaluate the behavior of the psyllid Bactericera cockerelli Šulc. under water stress conditions during the phenological development of potato (Solanum tuberosum L.).

5.1.1 Number of eggs

datos_ndh <- data %>%
  filter(!is.na(ndh)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(ndh ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_ndh)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ndh
##                                   F Df  Df.res              Pr(>F)    
## Tipo.de.control              0.9842  5  211.57              0.4283    
## id_variable                 23.2059 11 1684.43 <0.0000000000000002 ***
## Tipo.de.control:id_variable  5.5476 44 1684.76 <0.0000000000000002 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()

Tipo.de.control	id_variable	emmean	SE	df	lower.CL	upper.CL	group
Beauveria bassiana	105	3.4052415	2.135288	418.5548	-0.7919829	7.602466	aCD
Beauveria bassiana	112	4.4742070	2.135288	418.5548	0.2769826	8.671432	aCD
Beauveria bassiana	119	2.5776553	2.135288	418.5548	-1.6195691	6.774880	aCD
Beauveria bassiana	126	0.5431726	2.135288	418.5548	-3.6540519	4.740397	aD
Beauveria bassiana	49	1.7250000	1.837265	257.1991	-1.8929973	5.342997	aCD
Beauveria bassiana	56	0.8500000	1.837265	257.1991	-2.7679973	4.467997	aD
Beauveria bassiana	63	2.6432659	1.981451	330.8043	-1.2545684	6.541100	aCD
Beauveria bassiana	70	0.0834132	2.009142	346.2134	-3.8682479	4.035074	aD
Beauveria bassiana	77	10.3650088	2.068800	380.2222	6.2972881	14.432730	aBC
Beauveria bassiana	84	10.3972669	2.068800	380.2222	6.3295462	14.464988	aBC
Beauveria bassiana	91	14.3327508	2.068800	380.2222	10.2650300	18.400471	bB
Beauveria bassiana	98	34.6121381	2.135288	418.5548	30.4149137	38.809362	aA
Chemical control	105	0.1131132	2.169854	441.2245	-4.1514202	4.377647	aA
Chemical control	112	0.3273989	2.169854	441.2245	-3.9371345	4.591932	aA
Chemical control	119	0.5773989	2.169854	441.2245	-3.6871345	4.841932	aA
Chemical control	126	0.1131132	2.169854	441.2245	-4.1514202	4.377647	aA
Chemical control	49	3.6500000	1.837265	257.1991	0.0320027	7.267997	aA
Chemical control	56	0.6000000	1.837265	257.1991	-3.0179973	4.217997	aA
Chemical control	63	1.8832522	2.038115	362.7657	-2.1247514	5.891256	aA
Chemical control	70	0.1992143	2.068570	380.3791	-3.8680490	4.266478	aA
Chemical control	77	1.9006877	2.100693	399.1184	-2.2291180	6.030493	bA
Chemical control	84	3.4345418	2.169854	441.2245	-0.8299916	7.699075	abA
Chemical control	91	1.3273989	2.169854	441.2245	-2.9371345	5.591932	cA
Chemical control	98	2.2916847	2.169854	441.2245	-1.9728488	6.556218	cA
Control	105	0.8492710	2.433594	609.7567	-3.9299722	5.628514	aCD
Control	112	0.8038165	2.433594	609.7567	-3.9754267	5.583060	aCD
Control	119	1.4856346	2.433594	609.7567	-3.2936085	6.264878	aBCD
Control	126	0.0765437	2.433594	609.7567	-4.7026994	4.855787	aD
Control	49	1.5250000	1.837265	257.1991	-2.0929973	5.142997	aD
Control	56	2.2500000	1.837265	257.1991	-1.3679973	5.867997	aCD
Control	63	5.8308888	2.100567	399.3736	1.7013387	9.960439	aBCD
Control	70	1.5745648	2.247985	488.7746	-2.8423422	5.991472	aCD
Control	77	11.2246068	2.334409	545.3164	6.6390719	15.810142	aBC
Control	84	4.9959742	2.382512	576.0869	0.3165061	9.675442	abBCD
Control	91	28.3872785	2.382512	576.0869	23.7078105	33.066747	aA
Control	98	12.3038165	2.433594	609.7567	7.5245733	17.083060	bB
Metarhizium anisopliae	105	1.2080937	2.334191	545.5794	-3.3770089	5.793196	aB
Metarhizium anisopliae	112	0.2080937	2.334191	545.5794	-4.3770089	4.793196	aB
Metarhizium anisopliae	119	0.0830937	2.334191	545.5794	-4.5020089	4.668196	aB
Metarhizium anisopliae	126	0.4580937	2.334191	545.5794	-4.1270089	5.043196	aB
Metarhizium anisopliae	49	0.8000000	1.837265	257.1991	-2.8179973	4.417997	aB
Metarhizium anisopliae	56	3.8000000	1.837265	257.1991	0.1820027	7.417997	aB
Metarhizium anisopliae	63	4.1674934	2.069261	379.8106	0.0988517	8.236135	aB
Metarhizium anisopliae	70	0.2322950	2.100915	399.0089	-3.8979498	4.362540	aB
Metarhizium anisopliae	77	4.6405428	2.134501	419.3367	0.4448888	8.836197	abB
Metarhizium anisopliae	84	1.3336193	2.170266	440.8275	-2.9317343	5.598973	bB
Metarhizium anisopliae	91	3.5121908	2.170266	440.8275	-0.7531629	7.777544	cB
Metarhizium anisopliae	98	28.9997603	2.334191	545.5794	24.4146578	33.584863	aA
Paecilomyces lilacinus	105	1.6362648	2.289276	516.7398	-2.8611679	6.133697	aA
Paecilomyces lilacinus	112	0.5562648	2.289276	516.7398	-3.9411679	5.053697	aA
Paecilomyces lilacinus	119	-0.0037352	2.289276	516.7398	-4.5011679	4.493697	aA
Paecilomyces lilacinus	126	-0.0037352	2.289276	516.7398	-4.5011679	4.493697	aA
Paecilomyces lilacinus	49	0.2500000	1.837265	257.1991	-3.3679973	3.867997	aA
Paecilomyces lilacinus	56	1.9500000	1.837265	257.1991	-1.6679973	5.567997	aA
Paecilomyces lilacinus	63	1.8488942	2.100962	399.0305	-2.2814441	5.979233	aA
Paecilomyces lilacinus	70	0.0765957	2.169930	441.2835	-4.1880856	4.341277	aA
Paecilomyces lilacinus	77	3.8176104	2.247359	489.4136	-0.5980519	8.233273	abA
Paecilomyces lilacinus	84	6.9962648	2.289276	516.7398	2.4988321	11.493697	abA
Paecilomyces lilacinus	91	9.3162648	2.289276	516.7398	4.8188321	13.813697	bcA
Paecilomyces lilacinus	98	9.3162648	2.289276	516.7398	4.8188321	13.813697	bcA

p2a <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Eggs plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 50, 10),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  ) +
  guides(fill = guide_legend(label.theme = element_text(face = "italic")))

p2a

5.1.2 Number of nymphs

datos_ndn <- data %>%
  filter(!is.na(ndn)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(ndn ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_ndn)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ndn
##                                  F Df  Df.res                Pr(>F)    
## Tipo.de.control             0.0311  5  169.25                0.9995    
## id_variable                 7.1798 11 1684.74     0.000000000004711 ***
## Tipo.de.control:id_variable 9.5773 44 1684.93 < 0.00000000000000022 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()

Tipo.de.control	id_variable	emmean	SE	df	lower.CL	upper.CL	group
Beauveria bassiana	105	24.9961730	3.220829	259.7397	18.6539132	31.338433	bA
Beauveria bassiana	112	18.2030695	3.220829	259.7397	11.8608098	24.545329	bcAB
Beauveria bassiana	119	8.7203109	3.220829	259.7397	2.3780511	15.062571	bBC
Beauveria bassiana	126	4.7203109	3.220829	259.7397	-1.6219489	11.062571	aBC
Beauveria bassiana	49	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aC
Beauveria bassiana	56	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aC
Beauveria bassiana	63	0.0453438	2.999428	202.4877	-5.8687739	5.959461	aC
Beauveria bassiana	70	3.5771682	3.039106	212.2595	-2.4135265	9.567863	aC
Beauveria bassiana	77	2.1298396	3.124985	234.2117	-4.0268311	8.286510	aC
Beauveria bassiana	84	6.3233880	3.124985	234.2117	0.1667173	12.480059	bBC
Beauveria bassiana	91	10.8072589	3.124985	234.2117	4.6505883	16.963930	bBC
Beauveria bassiana	98	12.5134144	3.220829	259.7397	6.1711546	18.855674	bcABC
Chemical control	105	0.1521838	3.270340	274.3760	-6.2859641	6.590332	cA
Chemical control	112	0.1521838	3.270340	274.3760	-6.2859641	6.590332	dA
Chemical control	119	1.4736124	3.270340	274.3760	-4.9645355	7.911760	bA
Chemical control	126	0.1521838	3.270340	274.3760	-6.2859641	6.590332	aA
Chemical control	49	1.0750000	2.792820	156.4696	-4.4414931	6.591493	aA
Chemical control	56	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aA
Chemical control	63	0.1551134	3.080827	222.8423	-5.9161698	6.226397	aA
Chemical control	70	0.9403566	3.124538	234.2108	-5.2154335	7.096147	aA
Chemical control	77	0.0226686	3.125213	234.1195	-6.1344648	6.179802	aA
Chemical control	84	0.4378981	3.270340	274.3760	-6.0002498	6.876046	bA
Chemical control	91	0.1569471	3.220050	259.7968	-6.1837730	6.497667	bA
Chemical control	98	0.2593267	3.270340	274.3760	-6.1788212	6.697475	dA
Control	105	65.3247549	3.652661	394.2274	58.1436239	72.505886	aA
Control	112	39.7338458	3.652661	394.2274	32.5527148	46.914977	aCD
Control	119	26.3247549	3.652661	394.2274	19.1436239	33.505886	aD
Control	126	8.9611185	3.652661	394.2274	1.7799875	16.142250	aE
Control	49	0.2500000	2.792820	156.4696	-5.2664931	5.766493	aE
Control	56	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aE
Control	63	0.3133459	3.219835	259.9276	-6.0269370	6.653629	aE
Control	70	7.3768969	3.384283	307.4935	0.7176127	14.036181	aE
Control	77	5.7852933	3.508810	346.8277	-1.1159305	12.686517	aE
Control	84	35.1666908	3.578625	369.3263	28.1296535	42.203728	aCD
Control	91	42.8188647	3.578625	369.3263	35.7818274	49.855902	aBC
Control	98	56.3247549	3.652661	394.2274	49.1436239	63.505886	aAB
Metarhizium anisopliae	105	33.6920023	3.508233	346.8026	26.7919114	40.592093	bA
Metarhizium anisopliae	112	28.8170023	3.508233	346.8026	21.9169114	35.717093	abAB
Metarhizium anisopliae	119	5.4420023	3.508233	346.8026	-1.4580886	12.342093	bCD
Metarhizium anisopliae	126	2.4836690	3.508233	346.8026	-4.4164220	9.383760	aCD
Metarhizium anisopliae	49	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aD
Metarhizium anisopliae	56	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aD
Metarhizium anisopliae	63	0.4889991	3.126179	234.2072	-5.6700248	6.648023	aD
Metarhizium anisopliae	70	8.4823230	3.171630	246.5757	2.2353804	14.729266	aCD
Metarhizium anisopliae	77	1.8708986	3.219911	259.9154	-4.4695353	8.211332	aCD
Metarhizium anisopliae	84	5.4840986	3.271479	274.3703	-0.9562920	11.924489	bCD
Metarhizium anisopliae	91	7.4126701	3.271479	274.3703	0.9722794	13.853061	bCD
Metarhizium anisopliae	98	16.3586690	3.508233	346.8026	9.4585780	23.258760	bBC
Paecilomyces lilacinus	105	5.1256921	3.442767	326.2708	-1.6471304	11.898515	cA
Paecilomyces lilacinus	112	7.2056921	3.442767	326.2708	0.4328696	13.978515	cdA
Paecilomyces lilacinus	119	2.4856921	3.442767	326.2708	-4.2871304	9.258515	bA
Paecilomyces lilacinus	126	1.4056921	3.442767	326.2708	-5.3671304	8.178515	aA
Paecilomyces lilacinus	49	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aA
Paecilomyces lilacinus	56	0.0000000	2.792820	156.4696	-5.5164931	5.516493	aA
Paecilomyces lilacinus	63	-0.0425963	3.171534	246.5883	-6.2893472	6.204155	aA
Paecilomyces lilacinus	70	9.2983388	3.270749	274.5071	2.8593994	15.737278	aA
Paecilomyces lilacinus	77	2.5703379	3.382287	307.3860	-4.0850274	9.225703	aA
Paecilomyces lilacinus	84	2.0856921	3.442767	326.2708	-4.6871304	8.858515	bA
Paecilomyces lilacinus	91	8.4856921	3.442767	326.2708	1.7128696	15.258515	bA
Paecilomyces lilacinus	98	2.8856921	3.442767	326.2708	-3.8871304	9.658515	cdA

p2b <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Nymphs plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 80, 20),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  )

p2b

5.1.3 Number of adults

datos_nda <- data %>%
  filter(!is.na(nda)) %>% 
  filter(!id_variable %in% c(143, 150)) %>%
  droplevels()

modelo <- lmer(nda ~ 0 + (1 | block) + (1 | repeticion) + Tipo.de.control * id_variable
               , data = datos_nda)

Anova(modelo, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: nda
##                                  F Df  Df.res          Pr(>F)    
## Tipo.de.control             0.0885  5  398.17          0.9940    
## id_variable                 0.6832 11 1684.37          0.7557    
## Tipo.de.control:id_variable 3.0246 44 1684.62 0.0000000002227 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc1 <- emmeans(modelo, ~ Tipo.de.control | id_variable) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc2 <- emmeans(modelo, ~ id_variable | Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(across(".group", ~ toupper(.))) %>%
  rename(sig2 = ".group")

mc <- merge(mc1, mc2) %>%
  unite(col = "group", c("sig1", "sig2"), sep = "")

mc %>% kable()   

Tipo.de.control	id_variable	emmean	SE	df	lower.CL	upper.CL	group
Beauveria bassiana	105	0.4050736	0.3366439	815.5223	-0.2557171	1.0658643	aA
Beauveria bassiana	112	0.2326598	0.3366439	815.5223	-0.4281309	0.8934505	aA
Beauveria bassiana	119	0.0602460	0.3366439	815.5223	-0.6005447	0.7210367	aA
Beauveria bassiana	126	-0.0087195	0.3366439	815.5223	-0.6695102	0.6520712	aA
Beauveria bassiana	49	0.1000000	0.2881108	562.1097	-0.4659052	0.6659052	aA
Beauveria bassiana	56	0.0000000	0.2881108	562.1097	-0.5659052	0.5659052	aA
Beauveria bassiana	63	0.1497360	0.3116222	685.8441	-0.4621120	0.7615840	aA
Beauveria bassiana	70	0.1815886	0.3161268	710.5431	-0.4390657	0.8022429	aA
Beauveria bassiana	77	0.1924585	0.3258322	762.6783	-0.4471760	0.8320929	aA
Beauveria bassiana	84	0.8053617	0.3258322	762.6783	0.1657273	1.4449961	aA
Beauveria bassiana	91	0.4505230	0.3258322	762.6783	-0.1891114	1.0901574	aA
Beauveria bassiana	98	0.6809357	0.3366439	815.5223	0.0201450	1.3417264	bA
Chemical control	105	0.1914748	0.3422428	850.3006	-0.4802649	0.8632145	aA
Chemical control	112	0.0129034	0.3422428	850.3006	-0.6588363	0.6846430	aA
Chemical control	119	0.0129034	0.3422428	850.3006	-0.6588363	0.6846430	aA
Chemical control	126	0.0486176	0.3422428	850.3006	-0.6231221	0.7203573	aA
Chemical control	49	0.1500000	0.2881108	562.1097	-0.4159052	0.7159052	aA
Chemical control	56	0.0250000	0.2881108	562.1097	-0.5409052	0.5909052	aA
Chemical control	63	0.0371118	0.3208413	736.7803	-0.5927604	0.6669840	aA
Chemical control	70	0.1386916	0.3257918	763.4239	-0.5008625	0.7782456	aA
Chemical control	77	0.0804769	0.3310113	790.4527	-0.5692881	0.7302420	aA
Chemical control	84	0.1557605	0.3422428	850.3006	-0.5159792	0.8275002	aA
Chemical control	91	0.1200462	0.3422428	850.3006	-0.5516935	0.7917859	aA
Chemical control	98	0.2271891	0.3422428	850.3006	-0.4445506	0.8989288	bA
Control	105	0.0891270	0.3850189	1052.3162	-0.6663651	0.8446191	aA
Control	112	0.3163997	0.3850189	1052.3162	-0.4390924	1.0718918	aA
Control	119	-0.0017821	0.3850189	1052.3162	-0.7572742	0.7537100	aA
Control	126	0.0891270	0.3850189	1052.3162	-0.6663651	0.8446191	aA
Control	49	0.0500000	0.2881108	562.1097	-0.5159052	0.6159052	aA
Control	56	0.0250000	0.2881108	562.1097	-0.5409052	0.5909052	aA
Control	63	0.0418299	0.3309979	791.9661	-0.6079070	0.6915668	aA
Control	70	0.5405262	0.3549541	910.7133	-0.1560968	1.2371493	aA
Control	77	0.4632936	0.3689501	981.0872	-0.2607284	1.1873157	aA
Control	84	0.3940233	0.3767489	1015.1047	-0.3452726	1.1333191	aA
Control	91	0.7418494	0.3767489	1015.1047	0.0025535	1.4811452	aA
Control	98	0.6800361	0.3850189	1052.3162	-0.0754560	1.4355281	bA
Metarhizium anisopliae	105	0.0479475	0.3689072	982.0250	-0.6759896	0.7718845	aB
Metarhizium anisopliae	112	0.0062808	0.3689072	982.0250	-0.7176562	0.7302178	aB
Metarhizium anisopliae	119	0.0062808	0.3689072	982.0250	-0.7176562	0.7302178	aB
Metarhizium anisopliae	126	0.0062808	0.3689072	982.0250	-0.7176562	0.7302178	aB
Metarhizium anisopliae	49	0.0750000	0.2881108	562.1097	-0.4909052	0.6409052	aB
Metarhizium anisopliae	56	0.1500000	0.2881108	562.1097	-0.4159052	0.7159052	aB
Metarhizium anisopliae	63	0.2716125	0.3259253	760.4728	-0.3682077	0.9114327	aB
Metarhizium anisopliae	70	0.2772749	0.3310644	790.1221	-0.3725950	0.9271447	aB
Metarhizium anisopliae	77	0.0782324	0.3365176	819.4839	-0.5823056	0.7387704	aB
Metarhizium anisopliae	84	0.1554289	0.3423261	848.4808	-0.5164763	0.8273341	aB
Metarhizium anisopliae	91	0.1197146	0.3423261	848.4808	-0.5521906	0.7916198	aB
Metarhizium anisopliae	98	5.0896141	0.3689072	982.0250	4.3656771	5.8135511	aA
Paecilomyces lilacinus	105	0.5557823	0.3616128	948.2593	-0.1538716	1.2654362	aA
Paecilomyces lilacinus	112	0.0357823	0.3616128	948.2593	-0.6738716	0.7454362	aA
Paecilomyces lilacinus	119	-0.0042177	0.3616128	948.2593	-0.7138716	0.7054362	aA
Paecilomyces lilacinus	126	0.0357823	0.3616128	948.2593	-0.6738716	0.7454362	aA
Paecilomyces lilacinus	49	0.0000000	0.2881108	562.1097	-0.5659052	0.5659052	aA
Paecilomyces lilacinus	56	0.0250000	0.2881108	562.1097	-0.5409052	0.5909052	aA
Paecilomyces lilacinus	63	0.0059988	0.3310672	790.2633	-0.6438764	0.6558739	aA
Paecilomyces lilacinus	70	0.1447470	0.3422611	850.8969	-0.5270279	0.8165219	aA
Paecilomyces lilacinus	77	0.1116059	0.3548206	913.1993	-0.5847526	0.8079644	aA
Paecilomyces lilacinus	84	0.2757823	0.3616128	948.2593	-0.4338716	0.9854362	aA
Paecilomyces lilacinus	91	0.1957823	0.3616128	948.2593	-0.5138716	0.9054362	aA
Paecilomyces lilacinus	98	0.3157823	0.3616128	948.2593	-0.3938716	1.0254362	bA

# modelo_nda <- glm(nda ~ Tipo.de.control * id_variable + block,
#   family = poisson(link = "log"),
#   data = datos_ndn
# )
# 
# Anova(modelo_nda, type = 3)
# 
# # Calcular dispersión: si >>1, hay sobredispersión
# 
# deviance(modelo_nda) / df.residual(modelo_nda)
# 
# # modelo_nda_quasi <- glm(nda ~ Tipo.de.control * id_variable + block,
# #                         family = quasipoisson(link = "log"),
# #                         data = datos_nda)
# #
# # Anova(modelo_nda_quasi, type = 3)
# #
# # anova(modelo_nda_quasi, test = "Chisq")

p2c <- mc %>%
  plot_smr(
    x = "id_variable",
    y = "emmean",
    group = "Tipo.de.control"
    # , sig = "group"
    # , error = "SE"
    , color = T,
    xlab = "Days after sowing (DAS)",
    ylab = "Adults plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 1, 0.2),
  ) +
  geom_text(
    aes(label = group),
    position = position_dodge(width = 0.9),
    angle = 90,
    vjust = 0.3,
    hjust = -0.3,
    size = 3
  )

p2c

5.1.4 Figure 2

Univariate analysis of variables to determine the behavior of the psyllid Bactericera cockerelli Šulc. under water stress conditions during the phenological development of potato (Solanum tuberosum L.).

legend <- cowplot::get_plot_component(p2a, "guide-box-top", return_all = TRUE)

p2 <- list(
  p2a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2b + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p2c + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(legend, p2, ncol = 1, align = "v", rel_heights = c(0.05, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_4.jpg",
    units = "cm",
    width = 35,
    height = 30,
    dpi = 600
  )

# fig %>%
#   ggsave2(
#     plot = ., "article/img_4.eps",
#     units = "cm",
#     width = 35,
#     height = 30,
#     dpi = 600
#   )

knitr::include_graphics("article/img_4.jpg")

5.2 Specific Objective 2

To evaluate the yield and commercial quality of potato tubers of potato (Solanum tuberosum L.).

5.2.1 Plant weight

datos_ppp <- data %>% 
  filter(!is.na(ppp))

trait <- "ppp"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_ppp %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

rmout$outliers
##     index block  Tipo.de.control  ppp     resi  res_MAD     rawp.BHStud
## 81     81     3 Chemical control  786 462.8590 4.888773 0.0000010146651
## 125   125     4 Chemical control 1236 898.5916 9.491034 0.0000000000000
## 126   126     4 Chemical control  782 444.5916 4.695831 0.0000026552514
## 127   127     4 Chemical control  820 482.5916 5.097192 0.0000003447295
##                adjp         bholm out_flag
## 81  0.0000010146651 0.00012784780  OUTLIER
## 125 0.0000000000000 0.00000000000  OUTLIER
## 126 0.0000026552514 0.00033190642  OUTLIER
## 127 0.0000003447295 0.00004378064  OUTLIER

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ppp
##                      F Df Df.res       Pr(>F)    
## Tipo.de.control 16.835  5 25.741 0.0000002125 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()

	Tipo.de.control	emmean	SE	df	lower.CL	upper.CL	sig1
5	Chemical control	198.86774	23.68685	17.29983	148.95875	248.77674	a
1	Metarhizium anisopliae	122.84678	23.52568	17.39745	73.29816	172.39540	ab
4	Paecilomyces lilacinus	120.41114	23.18242	16.46153	71.37834	169.44393	ab
3	Beauveria bassiana	86.93166	22.06864	13.48454	39.42882	134.43450	bc
2	Control	32.63296	24.29329	19.58203	-18.11138	83.37729	c

p3a <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "edge"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Tubers weight (g.plant^{-1})",
    glab = "Control Type",
    ylimits = c(0, 280, 70),
  ) +
  guides(fill = guide_legend(label.theme = element_text(face = "italic"))) +
  theme(
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  )

p3a

5.2.2 Number of tubers

datos_ntp <- data %>% filter(!is.na(ntp))

trait <- "ntp"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_ntp %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

rmout$outliers
##     index block  Tipo.de.control ntp     resi  res_MAD   rawp.BHStud
## 125   125     4 Chemical control  18 9.673567 4.005934 0.00006177291
## 127   127     4 Chemical control  17 8.673567 3.591823 0.00032837338
##              adjp       bholm out_flag
## 125 0.00006177291 0.007906933  OUTLIER
## 127 0.00032837338 0.041703419  OUTLIER

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ntp
##                      F Df Df.res         Pr(>F)    
## Tipo.de.control 24.294  5 25.942 0.000000005038 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()

	Tipo.de.control	emmean	SE	df	lower.CL	upper.CL	sig1
5	Chemical control	7.200317	0.7089112	13.53874	5.6749797	8.725655	a
4	Metarhizium anisopliae	5.157152	0.7264208	14.99593	3.6087865	6.705518	ab
1	Beauveria bassiana	4.377306	0.6842120	11.80987	2.8838701	5.870743	bc
3	Paecilomyces lilacinus	4.295537	0.7164714	14.22849	2.7611702	5.829903	bc
2	Control	2.211745	0.7486901	16.79311	0.6306628	3.792826	c

p3b <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "Tipo.de.control"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Tubers plant^{-1}",
    glab = "Control Type",
    ylimits = c(0, 15, 3),
  ) +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p3b

5.2.3 Figure 3

Univariate analysis of variables to determine the yield and commercial quality of tubers of potato (Solanum tuberosum L.).

legend <- cowplot::get_plot_component(p3a, "guide-box-top", return_all = TRUE)

p3 <- list(
  p3a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p3b + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(p3, ncol = 1, align = "hv", rel_heights = c(1, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_6.jpg",
    units = "cm",
    width = 13,
    height = 16,
    dpi = 600
  )

fig %>%
  ggsave2(
    plot = ., "article/img_6.eps",
    units = "cm",
    width = 13,
    height = 16,
    dpi = 600
  )

knitr::include_graphics("article/img_6.jpg")

5.3 Specific Objective 3

To evaluate the incidence of the purple tip complex in the potato variety UNICA subjected to different biological and chemical treatments.

5.3.1 Purple tip

datos_npm <- data %>% filter(!is.na(npm))

modelo_npm <- glm(npm ~ Tipo.de.control + block,
  family = binomial(link = "logit"),
  data = datos_npm
)

sim_res <- simulateResiduals(modelo_npm)

plot(sim_res)

testDispersion(sim_res)

## 
##  DHARMa nonparametric dispersion test via sd of residuals fitted vs.
##  simulated
## 
## data:  simulationOutput
## dispersion = 1.002, p-value = 0.928
## alternative hypothesis: two.sided

summary(modelo_npm)
## 
## Call:
## glm(formula = npm ~ Tipo.de.control + block, family = binomial(link = "logit"), 
##     data = datos_npm)
## 
## Coefficients:
##                                       Estimate Std. Error z value Pr(>|z|)   
## (Intercept)                            1.69805    0.63476   2.675  0.00747 **
## Tipo.de.controlChemical control       -1.77443    0.63966  -2.774  0.00554 **
## Tipo.de.controlMetarhizium anisopliae -1.66793    0.65918  -2.530  0.01140 * 
## Tipo.de.controlPaecilomyces lilacinus -1.43540    0.65486  -2.192  0.02838 * 
## Tipo.de.controlControl                 0.70197    0.89957   0.780  0.43519   
## block2                                 0.50653    0.58118   0.872  0.38345   
## block3                                -0.09166    0.56734  -0.162  0.87165   
## block4                                -0.64617    0.56896  -1.136  0.25608   
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 165.99  on 127  degrees of freedom
## Residual deviance: 142.33  on 120  degrees of freedom
## AIC: 158.33
## 
## Number of Fisher Scoring iterations: 5

anova(modelo_npm, test = "Chisq")
## Analysis of Deviance Table
## 
## Model: binomial, link: logit
## 
## Response: npm
## 
## Terms added sequentially (first to last)
## 
## 
##                 Df Deviance Resid. Df Resid. Dev  Pr(>Chi)    
## NULL                              127     165.99              
## Tipo.de.control  4   19.686       123     146.31 0.0005761 ***
## block            3    3.975       120     142.33 0.2641744    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(modelo_npm, ~Tipo.de.control, type = "response") %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  mutate(prob = round(prob * 100, 2)) %>% 
  rename(sig1 = ".group")

mc %>% kable()

	Tipo.de.control	prob	SE	df	asymp.LCL	asymp.UCL	sig1
2	Control	91.23	0.0599180	Inf	0.7056214	0.9783352	a
3	Beauveria bassiana	83.76	0.0688456	Inf	0.6566535	0.9328944	ab
4	Paecilomyces lilacinus	55.10	0.1017857	Inf	0.3539862	0.7332558	abc
1	Metarhizium anisopliae	49.31	0.1042126	Inf	0.3005085	0.6877153	bc
5	Chemical control	46.65	0.0965867	Inf	0.2901097	0.6516795	c

p4a <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "prob"
    # , group = "Tipo.de.control"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "Control Type",
    ylab = " Probability of purple tip presence per plant ('%')",
    glab = "NULL",
    ylimits = c(0, 100, 20),
  ) +
  theme(legend.position = "none") +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p4a

5.3.2 Incidence of Zebra chip

datos_i <- data %>%
  group_by(Tipo.de.control, block) %>%
  summarise(ntp_sum = sum(ntp, na.rm = TRUE), ntz_sum = sum(ntz, na.rm = TRUE)) %>%
  mutate(ti = (ntz_sum / ntp_sum) * 100)

trait <- "ti"

lmm <- paste({{ trait }}, "~ 0 + (1|block) + Tipo.de.control") %>% as.formula()

rmout <- datos_i %>%
  remove_outliers(
    formula = lmm,
    drop_na = T, plot_diag = T
  )

plot_diagnostic(rmout$data$clean, formula = lmm) %>%
  plot_grid(plotlist = ., ncol = 2)

rmout$outliers
##  [1] index           block           Tipo.de.control ti             
##  [5] resi            res_MAD         rawp.BHStud     adjp           
##  [9] bholm           out_flag       
## <0 rows> (o 0- extensión row.names)

model <- rmout$data$clean %>%
  lmer(formula = lmm, .)

Anova(model, type = 3, test.statistic = "F")
## Analysis of Deviance Table (Type III Wald F tests with Kenward-Roger df)
## 
## Response: ti
##                      F Df Df.res     Pr(>F)    
## Tipo.de.control 21.663  5 9.8918 0.00004876 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

mc <- emmeans(model, ~Tipo.de.control) %>%
  cld(Letters = letters, reversed = T) %>%
  mutate(across(".group", ~ trimws(.))) %>%
  rename(sig1 = ".group")

mc %>% kable()

	Tipo.de.control	emmean	SE	df	lower.CL	upper.CL	sig1
3	Control	68.61111	10.24836	13.49421	46.55303	90.66920	a
2	Paecilomyces lilacinus	68.35585	10.24836	13.49421	46.29776	90.41393	a
1	Beauveria bassiana	67.91580	10.24836	13.49421	45.85772	89.97389	a
4	Chemical control	57.39758	10.24836	13.49421	35.33950	79.45567	a
5	Metarhizium anisopliae	56.60485	10.24836	13.49421	34.54677	78.66294	a

p4b <- mc %>%
  plot_smr(
    x = "Tipo.de.control",
    y = "emmean"
    # , group = "edge"
    , sig = "sig1"
    # , error = "SE"
    , color = T,
    xlab = "NULL",
    ylab = "Incidence rate of Zebra Chip ('%')",
    glab = "Control Type",
    ylimits = c(0, 100, 20),
  ) +
  scale_x_discrete(
    labels = c(
      "Beauveria\nbassiana",
      "Chemical\ncontrol",
      "Metarhizium\nanisopliae",
      "Paecilomyces\nlilacinus",
      "Control"
    )
  ) +
  theme(
    axis.text.x = element_text(
      face = "italic"
    )
  )

p4b

5.3.3 Figure 4

Univariate analysis of variables to determine the incidence of the purple tip complex in potato varieties subjected to different biological and chemical treatments.

legend <- cowplot::get_plot_component(p4a, "guide-box-top", return_all = TRUE)

p4 <- list(
  p4a + labs(x = NULL) + theme(
    legend.position = "none",
    axis.title.x = element_blank(),
    axis.text.x = element_blank(),
    axis.ticks.x = element_blank()
  ),
  p4b + theme(legend.position = "none")
) %>%
  plot_grid(
    plotlist = ., ncol = 1,
    labels = "auto"
  )

fig <- plot_grid(p4, ncol = 1, align = "v", rel_heights = c(1, 1))

fig %>%
  ggsave2(
    plot = ., "article/img_5.jpg",
    units = "cm",
    width = 13,
    height = 19,
    dpi = 600
  )

fig %>%
  ggsave2(
    plot = ., "article/img_5.eps",
    units = "cm",
    width = 13,
    height = 19,
    dpi = 600
  )

knitr::include_graphics("article/img_5.jpg")

5.4 Photos

5.4.1 Figura 3

picfiles <- list.files(path = "Fotos/Figura3"
                  , full.names = T
                  , recursive = T
                  , pattern = "jpg"
                  )


# Función para normalizar cada imagen
normalize_image <- function(img, size = 800) {
  img %>%
    image_resize(paste0(size, "x", size, "^")) %>% # escala al menos al tamaño
    image_crop(paste0(size, "x", size, "+0+0"))   # recorta centrado
}

image_plots <- picfiles %>%
  map(~ image_read(.) %>% normalize_image(800))

image_list <- list(image_plots[[1]] 
                   
                   , image_plots[[2]]
                   
                   , image_plots[[3]] 
                     
    
                   , image_plots[[4]]  
                     
, image_plots[[5]] 
, image_plots[[6]] 
, image_plots[[7]] 
, image_plots[[8]] 
, image_plots[[9]] 
, image_plots[[10]] 
, image_plots[[11]]
                    ) 

images <- image_list %>% 
  map( ~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 4, nrow = 3, labels = "auto") 

plot <- images %>% 
  ggsave( filename = "Fotos/Figure-2.jpg"
          , plot = .
          , units = "cm", width = 30, height = 30)

include_graphics(plot)

5.4.2 Figura 4

picfiles <- list.files(path = "Fotos/Figura4"
                  , full.names = T
                  , recursive = T
                  , pattern = "jpg"
                  )

image_plots <- picfiles %>%
  map( ~ image_read(.))

image_list <- list(image_plots[[1]] 
                   
                   , image_plots[[2]]
                   
                   , image_plots[[3]] 
                     
                   
                   , image_plots[[4]]  
                     

                    ) 

images <- image_list %>% 
  map( ~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 4, labels = "auto") 

plot <- images %>% 
  ggsave( filename = "Fotos/Figure-1.jpg"
          , plot = .
          , units = "cm", width = 30, height = 11.5)

include_graphics(plot)

picfiles <- list.files(
  path = "Fotos/Figura3",
  full.names = TRUE,
  recursive = TRUE,
  pattern = "jpe?g$"
)

# Función para normalizar cada imagen a cuadrado
normalize_image <- function(img, size = 800) {
  img %>%
    image_resize(paste0(size, "x", size, "^")) %>% # escalar
    image_crop(paste0(size, "x", size, "+0+0"))   # recortar cuadrado
}

# Leer y normalizar todas
image_plots <- picfiles %>%
  map(~ image_read(.) %>% normalize_image(800))

# Pasar todas a ggplot
images <- image_plots %>%
  map(~ image_ggplot(.)) %>%
  plot_grid(plotlist = ., ncol = 4, labels = "auto") 
# 4 columnas → 3 filas: 4+4+3 = 11

# Guardar en archivo
ggsave(
  filename = "Fotos/Figure-3.jpg",
  plot = images,
  units = "cm",
  width = 35,
  height = 30,   # más alto para que quepan 3 filas
  dpi = 600
)

library(magick)
library(cowplot)
library(tidyverse)

picfiles <- list.files(
  path = "Fotos/Figura3",
  full.names = TRUE,
  recursive = TRUE,
  pattern = "jpe?g$"
) %>% map( ~ image_read(.))

images <- list(
  picfiles[[1]] %>% image_crop("1792x1792+0+350")
  , picfiles[[2]] %>% image_crop("1792x1792+0+500")
  , picfiles[[3]] %>% image_crop("1792x1792+0+550")
  , picfiles[[4]] %>% image_crop("1792x1792+0+1350")
  , picfiles[[5]] %>% image_crop("3000x3000+0+20")
  , picfiles[[6]] %>% image_crop("3000x3000+0+25")
  , picfiles[[7]] %>% image_crop("1792x1792+750+000")
  , picfiles[[8]] %>% image_crop("1792x1792+0+1500")
  , picfiles[[9]] %>% image_crop("3000x3000+0+800")
  , picfiles[[10]] %>% image_crop("1792x1792+600+0")
  , picfiles[[11]] %>% image_crop("1944x1944+0+100")
  , picfiles[[12]] %>% image_crop("3000x3000+0+700")
  ) %>%
  map(~ image_ggplot(.)) %>% 
  plot_grid(plotlist = ., ncol = 3, labels = "auto")

plot <- images %>% 
  ggsave(
  filename = "manuscript/Figure-04.jpg",
  plot = .,
  units = "cm",
  width = 21.5,
  height = 25
)